{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1, 2, 3], dtype=int64)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = torch.arange(4)\n",
    "x.numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot(x, y, model):\n",
    "\n",
    "    X, Y = np.meshgrid(x, y)\n",
    "    xx, yy = X.reshape(-1, 1), Y.reshape(-1, 1)\n",
    "#     xy = np.hstack((xx, yy))\n",
    "    u = model(torch.tensor(xx, device=device, dtype=torch.float), \n",
    "              torch.tensor(yy, device=device, dtype=torch.float), only_net=True)\n",
    "    U = u.cpu().detach().numpy().reshape(X.shape)\n",
    "    \n",
    "    fig = plt.figure()\n",
    "    ax = fig.gca(projection='3d')\n",
    "    surf = ax.plot_surface(X, Y, U)\n",
    "#     fig.colorbar(surf)\n",
    "    \n",
    "    fig2 = plt.figure()\n",
    "    cf = plt.contourf(X,Y,U)\n",
    "    plt.colorbar(cf)\n",
    "    \n",
    "    plt.show()\n",
    "\n",
    "    return u\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "\n",
    "class Swish(nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "\n",
    "    def forward(self, x):\n",
    "        return x * torch.sigmoid(x)\n",
    "\n",
    "class ActFun(nn.Module):\n",
    "    def __init__(self, n, act):\n",
    "        super().__init__()\n",
    "        self.n = n\n",
    "        self.a = nn.Parameter(torch.tensor([0.1]))\n",
    "        self.act = act\n",
    "\n",
    "    def forward(self, x):\n",
    "        return self.a * self.n * self.act(x)\n",
    "\n",
    "class PINN(nn.Module):\n",
    "    def __init__(self, channels):\n",
    "        super().__init__()\n",
    "        self.layers = len(channels) - 1\n",
    "        self.net = nn.Sequential()\n",
    "        for i in range(self.layers):\n",
    "            self.net.add_module(\"fc_{}\".format(i),\n",
    "                            nn.Linear(channels[i], channels[i+1]))\n",
    "            if i == self.layers - 1:\n",
    "                break\n",
    "            self.net.add_module(\"activate_{}\".format(i),\n",
    "                            ActFun(10, nn.ReLU()))\n",
    "#             self.net.add_module(\"activate_{}\".format(i),\n",
    "#                             nn.Tanh())\n",
    "\n",
    "    def forward(self, x, y, only_net=False):\n",
    "        if only_net:\n",
    "            uv = torch.cat([x, y], dim=1)\n",
    "            uv = self.net(uv)\n",
    "            return uv\n",
    "\n",
    "        x.requires_grad = True\n",
    "        y.requires_grad = True\n",
    "        uv = torch.cat([x, y], dim=1)\n",
    "        uv = self.net(uv)\n",
    "\n",
    "        uv_x = torch.autograd.grad(sum(uv), x, retain_graph=True, create_graph=True)[0]\n",
    "        uv_y = torch.autograd.grad(sum(uv), y, retain_graph=True, create_graph=True)[0]\n",
    "        print(uv_x)\n",
    "        \n",
    "        uv_xx = torch.autograd.grad(sum(uv_x), x, retain_graph=True, create_graph=True)[0]\n",
    "        uv_yy = torch.autograd.grad(sum(uv_y), y, retain_graph=True, create_graph=True)[0]\n",
    "\n",
    "        x.requires_grad = False\n",
    "        y.requires_grad = False\n",
    "        return uv, uv_x, uv_y, uv_xx, uv_yy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "USING SEED: 2019\n",
      "epoch: 199 floss: 6769.39306640625, bcloss: 0.0008166948100551963 VAL: 98.73440551757812\n",
      "net.activate_0.a 0.062219373881816864\n",
      "net.activate_1.a 0.06688543409109116\n",
      "net.activate_2.a 0.0601842924952507\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch: 399 floss: 6803.23193359375, bcloss: 0.0003142894711345434 VAL: 98.73418426513672\n",
      "net.activate_0.a 0.05308978259563446\n",
      "net.activate_1.a 0.05957886949181557\n",
      "net.activate_2.a 0.050786975771188736\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch: 599 floss: 6650.37255859375, bcloss: 0.00023592369325342588 VAL: 98.7344970703125\n",
      "net.activate_0.a 0.047731298953294754\n",
      "net.activate_1.a 0.055248744785785675\n",
      "net.activate_2.a 0.04590565338730812\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch: 799 floss: 6895.52978515625, bcloss: 0.00022964667732594535 VAL: 98.73457336425781\n",
      "net.activate_0.a 0.04386529698967934\n",
      "net.activate_1.a 0.05203738436102867\n",
      "net.activate_2.a 0.04258239269256592\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch: 999 floss: 6602.1923828125, bcloss: 0.00017767581448424608 VAL: 98.73511505126953\n",
      "net.activate_0.a 0.04031028971076012\n",
      "net.activate_1.a 0.049124255776405334\n",
      "net.activate_2.a 0.039866235107183456\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAADnCAYAAAC9roUQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOy9eZRkd3Xn+Xkv9iX3jNz3zMqqytpXVYlNoBYaYVvGDQZPt20YPBy33XjsdtuG4WDctA2WDLabwQZsYBo09gEbMJuhhWxJWICkqqx9U1VlRkTuEZGRGVvGHm+ZPyLfy4hcI9eqlOJ7Th2VYvm9F1HvfeP+7v3e7xVUVaWMMsooo4ydgXivT6CMMsoo47WEMumWUUYZZewgyqRbRhlllLGDKJNuGWWUUcYOoky6ZZRRRhk7COMaz5elDWWUUUYZ64ew0hPlSLeMMsooYwdRJt0yyiijjB1EmXTLKKOMMnYQZdIto4wyythBlEm3jDLKKGMHUSbdMsooo4wdRJl0yyijjDJ2EGXSLaOMMsrYQZRJt4wyyihjB1Em3TLKKKOMHUSZdMsoo4wydhBl0i2jjDLK2EGUSbeMMsooYwexlstYGWWsCFVVURSFTCaDJEkYjUZEUcRgMCCKIqIoIggrmi2VUcZrEsIagynL1o5lLIGqqsiyjCRJRX/XniskWo2EtT9lMi7jNYIVL/Ay6ZZRMhaTrSAICIKAJElIkoQoikteX/hndHSUhoYG7HZ7mYzLeLVjxQu5nF4oY02oqookSUxMTFBZWYnD4VhCsMtBI2UN2WwWQH+vJEnkcrmi95TJuIxXO8qkW8aK0MhWSx1Eo1GsVitOp3ND6wmCUJR+WEyk2q5LI+PFrzUYDHreWCPnMhmXsdtQJt0ylkBRlKI8rRaxiqKIoihLXr9VxLcWGS9ObaiqumpkXCbkMu5HlEm3DB2KoiBJErIsA0vTAxrRbRQbfX+pZLz4PXNzc9TV1ZXJuIz7CmXSfY1DK3Llcjk9il2JmERRvCeku9p6hf/VoB3jzp07nDhxYsl7tOi4MFVRJuMydgpl0n2NQtPYSpK0JtlqEARh2fRCqdhq0l3rOFoeuBDa55ZlWS/saShMU2jRcZmMy9hqlEn3NYbFZKuRSinEslOkuZ1Y6bMWkvFirfFyOeOyoqKMjaJMuq8RrKSxXQ9xrJRe0FIUa+F+Ju2NkHFZ3lbGRlAm3Vc5NLINhULMzc3R2tpaksZ2OSxOLyiKgs/nY2RkRFcS2O12nE4nDocDu92O1Wotyr3er6S7ElYjYy0Xns1mEQQBt9tNb29vmYzLWBVl0n2VQtPYahGaJEnMzc1t6sbXSFNRFCYmJhgfH8flcnH8+HH9uWQySSKRIBKJMDk5STqd1sk4nU4jCMISMt6NWI6Mo9FoufGjjDVRJt1XGRY3NGjV+s0qDzTMzMwwNjZGY2Mjp0+fxmQyoSgK2WwWg8FARUUFFRUVRe+RZZlkMonX6yWRSDA0NFRExitFxpvFvSCzUhs/CqH9+5QbP14bKJPuqwQrNTRoWKmxoRTkcjnGxsYYHx+noqKCBx54AKOx9EunkIydTiculwtYIOOVIuPNkPFOpzHWOl658aMMDWXS3eVYq6FBw0ZIN5vNMjo6yvT0NO3t7fT19ZHL5dZFuIVYnNNdKzLeDjK+37DRxo/lCLlMxrsDZdLdhVhPQ4OG9ZBuOp1mZGSEUChER0cHZ8+eRRRF/H7/Em3rdmAryNhsNm/7eRZisbJhs1iLjBVFwev1YrPZ9J1DufFjd6BMursIG2lo0FAK6aZSKbxeL9FolK6uLvbu3bukDfheNkesl4xTqRS3bt3akch4q0l3JSxWgmiRrnYO5caP+x9l0t0F2ExDg4bVSDeRSODxeEgkEnR3d7N///5l175X3gtrYTkyVhSFixcv0t7eviNpip0i3cXHLJT/rUdrXNixV2782FmUSfc+hqaxDQaDANTU1Gw4OlmOdOfm5nC73WSzWXp6eqirq1uzDfh+JN3VjrdTOeN7QbqKomzI11hDufHj3qBMuvchFnePxeNxBEGgtrZ2w2sWkm40GsXtdqMoCj09PSWvu1q0vJtuxu0o4N3PpLsS1tP4oSGdTmOxWLDZbGUy3iDKpHsfYXFDQ2FhZLG2c70QRZFsNsuFCxcQRZHe3l6qqqrWtcZujHTXg82QsdlsRlGUHSXfzZLuSliNjKempqitrV3yfDkyLh1l0r0PsFJDgwaDwUAmk9nw2jMzM3i9XrLZLMeOHVtCKqVitQaLUshmJ0l3K49TChlHo1GSySSDg4M7Jm3bLtJdCYIgIMsyRqOxyL2t1MaPMhnnUSbde4i1Gho0iKKo63BLhaqqTE9P4/V6cTgcHDhwgKtXr26YcLXz22x6Ybd5L6yGQjKuqqoim81y6NChHdMZ7zTpasdcbJe5mcaPQmnba0VRUSbde4BSGxo0GAyGkqVaqqri8/kYHR2lqqqKI0eOYLPZtuS8V4pUS71JdqPhTakojPR3qunjXpCuLMtLSHclbKbxY7nI+NVCxmXS3SFspKFBQymRrqIoTE1NMTY2Rm1tLceOHcNqtW7JuReex3KkmUgkmJmZweFw4HA4VuxYe62Q7krYCBlr36n2x2Kx6Me530l3JZTS+FGYTsvlckSjURobG18VjR9l0t1mbKahQcNqka4sy0xMTDAxMUFDQwMnT57ctm6sxemFeDyO2+0mnU5TW1uL3+8nHo8jyzIWi2UJYbzWSXclbJSMU6kU4XCYysrKIjLeTmwF6a6Elcg4lUoxOzuLy+Vas/FDC2oqKyu35Ry3AmXS3SZoxbFYLIbdbt9QQ4OG5SJdSZIYHx9namqK5ubmdZvQbAQaaWr63lwup0vOCqVFqqqSzWZJJBLE43EmJydJJBK6E1kulyvaSu90tLYd2A7VwlpkHA6HicVi+P3+kiLjrcC9iK4lSdKj28Uo1BoD/PCHP+Tq1at84hOf2NFzXA/KpLvFKNTYSpLEjRs3eOCBBzZ14RfqY3O5HKOjowQCAVpbW3eEbDUkk0kikQi3b9+mt7dX1/cujl4FQcBisWCxWIo0wFokXFVVRTweZ2ZmhmQyCYDNZtOJwul0YrPZdtW2cXF32HZCI2OTyURfX5/++EbTFOvFTv+7rBZdLw5kotHouqWQO40y6W4RlhuHYzQa9bbdzUCLDu/evUswGCwyodnIea73fGKxmB7ZWq1WTp06te7jAnqBpL6+nvr6ev1xRVFIp9PE43ESiQTT09OkUimAogKTw+G4bzvE7oe0yVbnjO8XaJFuKYhGo1RXV2/zGW0OZdLdJFZqaNgqpNNp3G430WiU1tZW+vr6Nry+FjGXmpPTOtdUVaW3txe73c7Vq1c3dGxYuZCmVe/tdnvR44qiFOlgp6amlpCFRshms/meksVW/LhuF7aSjO/Fj8t6Sbezs3Obz2hzKJPuBrFWQ8NmoU1aiMVidHZ26qS7GZRKupFIBLfbDUBfX5++XdOi+J2CKIo4nU6cTieNjY3647Isk0gkSCQShEIhxsfHyWQyGAwGnYStVuumHNE2gntheLMZbISM0+k0Y2NjOxoZS5KExWIp6bXlSPdViFIbGjaKeDyOx+MhlUrR3d3NwMAAgiAwMjKy6bXXGtkTiUQYHh5GFMUistVwr60dNRgMBiorK5dUqCVJ0ot3Wr74/PnzmEymJZHxVufB74X3wnZhJTLO5XJcvHgRs9m8o2kKrQuuFMRisTLpvlqw3oaG9SIWi+HxeIoUAVt9E69EmuFwGLfbjcFgoL+/f0W5zf3uvWA0GqmqqqKqqgpJkkgmkxw/flxXUiQSiTVlbRuVQ90L0r0XJG82m2lqaip6bLtzxutJL8RisXIhbTdjMw0NGjSiWyn1EA6H8Xg8APT09FBTU7P5E18Bi13CQqEQbrcbk8nE3r1712wR3grSvBc5QbPZjNlsLvpuNVmbVrzTZG2KomC1Woui4lJkba+Fwt1KqantLuCtN6e7nffQVqBMustgKxoaNBgMBmRZLrppVVUlFArh8XgwGo3s2bNnR8Tcmt53dnYWt9uNxWJh3759JfsxbJZU7qftd6Gsra6uTn9cVVXS6fSSNAWsLmu7F6R7P0m3lsNaZByPx0siY0mS1lX8LacXdhE02VcikSAQCNDR0bHpNILBYECSJEwmE6qqEgwG9dlW+/fvx+l0buEnWBlaZHf9+nWcTicDAwM7dmwNu6EjTRAEbDYbNpttiawtlUrpaYrFsjYNqVRqR4Zl3gu1xFZ1o62XjFOpFB6Ph4qKijUjY1mWMZlMmz7H7USZdFmqsZVlmVAotCXSE410/X4/Xq+XiooKDh06tEQeVep5rvdG06wdPR4PmUyGPXv20NzcvO5jbwV22tpxK0mpMAorhCZrm5ycJJlMMjQ0tCOytp1sxtCwnS3AsDIZnz9/fsWxS9p3LMsyuVzuvv9Rh9c46S7X0KAJ+Be7H20EmnHHlStXqK+v35QJjUZY67FQ1MjWbrdz8OBBxsbGSpbelFEaNFlbZWUldrud9vZ2oDRZm0bIG4nM7pXZzb1o2RYEYVm1SmFkfPXqVT772c8yPj7Ogw8+yP79+3nXu97F6dOnefe7383IyAhdXV384z/+47I536985Sv8yZ/8CQAf+chHeM973gPAxYsXee9730sqleJtb3sbn/70pxEEgVAotOq6giCcAl4G3q2q6jcEQTgKfA6o3P1N7xuAVhxLp9O66XKhsbLRaFy3f20hFEVhfHycl156CVmW6e/vZ//+/Zty/dJyw2tB89E9d+4cgUCAQ4cOcejQIRwOx7rGsG8HdkN6YaNY/IOoydqam5vp6+vjyJEjnD59miNHjtDU1IQgCASDQW7cuMH58+e5fPkyd+/eZWpqimg0uuaP/v3ipXsvoUXGzc3N/NzP/Rzf/OY32bdvH88++ywf+MAH6Ojo4IknnuDhhx9maGiIhx9+mCeeeGLJOqFQiI997GOcO3eO8+fP87GPfYxwOAzAb/zGb/C3f/u3DA0NMTQ0xNNPPw2w6rrz9+mTwA8LDpMEflVV1QOvqUh3uYaGlUzDN0JOsiwzPj7O5OQkjY2NnD59Gq/XuyU3x1qeuhrZejweKisrl/XR3Q7STSaTDA8PE4lEEEWxqPKvFZu0z/9qJ91SUChrK8R6ZW271dZxOxGJRPQdx/HjxwH4zne+w49+9CMA3vOe9/DQQw/x5JNPFr3vhz/8IY888ojuE/LII4/w9NNP89BDDxGLxTh79iwAv/qrv8q3v/1tHnvssVXX/cxnPgPwTUDvl1dV9a7299cE6a63oWEjOsKxsTF8Ph8tLS1FJjSlRqhrYSVPXVVVCQQCeL1eqqqqOHr06Iqm5VtJuslkEo/HQzwep6enh7179wIUVf6DwWBRsclkMpFKpfThhveTmmErsJnPs15Zm5YCCwQCO+bWdi9Idz0Fw+WUC4FAQK9hNDc3Mz09veR9k5OTeloIoK2tjcnJSSYnJ2lra1vy+GrrTk5O8q1vfQvg8xSQbiFe1aS73Q0N2WyW0dFRpqenaWtr48yZM0suyq0i3cWRrqqq+P1+RkZGqK6uLilfvBWkqygKN27c0Mn2wIEDALq140qV/2QyyczMDOFwmDt37mxpfvN+wHYUtlaTtQWDQaampkilUjvm1ibL8rZ5Na+EUjS6jz/+OIFAgGQySSwW4+DBgwB8/OMfL+kYK01D2ciUlN/5nd/hySef5MyZM/JyrxUEoflVR7pb0dBQuNZy78tkMoyMjDA7O7um49dWR7raOJ6RkRFqamrWVZzbTBuvZryTSqXo7+/nwIEDRRrVtc5dk6clk0kGBgaA4rZdTUonSRJms1knY6fTid1uv6+3tbCzullBEPTW5q6uLv3xtWRtG3FrK8S9KKSVotH97ne/C8DTTz/NhQsXitIHjY2N+Hw+mpub8fl8NDQ0LHl/W1ubnioAmJiY4KGHHqKtrY2JiYmix1taWlZd98KFC/zSL/0So6OjI0A98DZBECRVVb8tCEIl8P1XDeluZUMDLG8Ok0ql8Hq9RCIRurq62LNnz5oX4WYm+RZCEASmp6e5efMmtbW1nDhxYt1KhI1Euul0Go/HQzQapaenh0gksuyFC2sTz+LoYbn85uIt9fj4OMlkEkVRsNlsRWR8P3nu7nSzwnI53bVkbfF4fFm3Nlk00eKqXVPWdi8KaevxXVguvfD444/zla98hQ996EN85Stf4ed//ueXvO/RRx/lwx/+sF48e+aZZ/jTP/1Tamtrqaio4OWXX+aBBx7gqaee4rd+67dWXdfr9WrLdgmC8GXgn+cJ1wx8C3hq15OuJvuSZZkrV65w+PDhLUkjaDkzg8FAIpHA4/GQSCTo7u5m//79Ja9vNBpJJBIbPg9FUfD5fAQCgQ2TrYb1TBXOZDJ4PB7C4TA9PT36Z9asHgs/v/Z9l1JMWus1q22pU6mUTsaBQIBUKlU01LFQD3s/kOD9crxCt7ZCxFMZPvWtF7k5NoNRgPe/vhOniRXTPvcip7te34XFpPuhD32Id73rXXzpS1+io6ODr3/960A+Iv385z/PF7/4RWpra/nDP/xD3Sf6ox/9qF5U+9znPqdLxh577DEee+yxVdddBe8C3gjU7VrSXU5jm8lk9CLDZmEwGIjFYnpU0NPTQ319/bpv5I2mF7RBk6Ojo7hcLlpaWqitrd2UzlYURV0itxIymQxer5dQKER3dzf79u1bQrAbJbTNkKAgCMt67hZqNUOhEGNjY/pYoHQ6zeTk5LY5ixXiXpD8Ro/3F985x/+66KbGYeHqaBBVhVN9zfy3f77D53/zMfqbq4vSPiMjI+RyObLZLLlcjmQyueYQ0q3Cen0XFjf+1NXV8eyzzy557cmTJ/niF7+o///73vc+3ve+9y37uhs3bix5fKV1C6Gq6nsL/v53wN/BLiykrdTQAGAymcjlcpu+EKLRKNFolEwmQ39/f9HImfVivaSrKAqTk5OMjY3R0NDAqVOnMJvNeDyeTeeGV0svZLNZvF4vs7OzdHV1sXfv3lXldBuJ6rZDMrZSF1MikeDWrVt6DjyRSOgSrMX54q2IUO/3yPr2+Ax/88xlrnoDRBMZaitsXBkJcqjThccfYXDYx4P7WvngU8/x+28/wxsPdCyRtV27do3a2lpkWV5R1rbVOfhX29QI2IWkq7X7LWcavtlOMs3iUBRFqqur6ejo2BThQumkqygKExMTjI+P6xrfwkr+VigPlltDI9uZmRm6u7vp7+9fV152PdhJna7JZMJkMhVJflRVJZPJEI/HicfjzM7O6lV/u91e1LK73kLTvTC8KZV0P/6PP+Erzy9Eax31ldgtJhqr7FwfDdLbVE2V3cL1kWla6ir5/S8/x3/9+Qd41+v3Lznm4t3W4hz8xMTEptzaFmM9KY0y6W4TtHn3y0GLdNcDVVWZnZ3F4/FgNpt1i8OhoaEtaQVei3QLR6g3NTUtIdtS1ykFhaSbzWYZGRkhGAyWXBSE3d3gIAgCVqsVq9W6rKRt8Vggg8GwrH/CcrgfI11feI7/869+wLAvjNko4qqy01FfyUt3pgCor7TR6aqirsJGIJLAbDJyZ3KW9voKPvu/LjKXyvBrjxzV11tOvbDVbm2LIUlSyT4lZdK9B1hPpKtpHT0eDw6HgwMHDhRVfbdSX7vcOoXda01NTWtO9TUYDGSz2U2diyiKSJLE0NAQ09PTdHZ2rnvA5WYi7vuVsFcaC6RJ2hKJRFFu02QyFaUoHA7HPSHd1a6X0ekI73jyn5AkBVWF7Px/b0+EOL2nmQvDPuLpHF0NVczOpRgNxmiucdJW62QmluJgh4tvvHib25MhPv7Lb8JsNKxLvbBRt7bFsrb1FtLudy9deA2SbmFTQVVV1bLtsqWuVQoWk24h2TY3N5c8Qn09yoPlkMvlmJqaIhAI0N/fv+FpwrslvaAdbzNYrWV3cZdYKpXSb3qNOApboLcaK0W6oWiK3/7SM1x0+wEVp81CMpu/jmudNm6Egpwf8nGgox67xcTgkA+n1cTe1jruTM7S6ariSJeLl+/6sJmNOKxmfvUvv8tf/adHt6QBZL2ytmw2qz++lltbOdLdJqx2I62WXtDUAGNjY9TW1q7ZVGA0GrdEX6uRriRJjI+PMzU1taRVuNR1NhJhSpLE6Ogofr8fl8uFy+UqanlcL9aas7Ya7tdId70wm83U1tYW5fvv3LlDTU0NgiAQj8eLIrjCrbTT6dwSi8flSPep56/zxDdfQpLz14mr0k4wlqShys6hTheDw379tQICvlCctvoKJmbmGJ2OcHZvCx5/hMveaY52N3DFO8310WnefKiTd3ziG/yn13cs39e6BVhJ1nbjxg1cLheKoixRp2gkbDAYdGXObnDR23WkuxqWI0pZlpmcnGR8fJyGhgZOnjxZUivjZvW1hcfPZDKcO3eO1tbWZVuFS8F6I13ND2Jqaor29nbOnj1LMpnUp/xuFCt1td1vhHovzsVqtVJZWYnL5dIfKxxZEw6HmZiYIJPJYDQai9ITTqdzXT/ChaSbk2R+/8vP8qMbYzgsRrI5mYOdDQwO+wAIxVPcGp9FUVSOdDVwYyxIJJlmYnaOSruF3qZqbGYT10eD7GmpJRBNcnVkmtN78vKr566NcqSrgU8+M4RY1cC7Xz+whd/a6pBlmerq6iVkWtjNeOXKFZ588knGx8d55JFHOHjwID/7sz/L8ePH74mt4+DgIKdPn5aZt3XUHp/vSHtl11k7lhrpSpKE1+vl5ZdfJpfLcfr0afbs2VNy77hmPr5RSJKE2+3m3LlzCILAmTNn6Orq2rCUptRcqiRJeDweXn75ZURR5OzZs3R2duoFyM2S0WJy1dzNLl68yLVr13C73QQCAb2Cvdp7X01YSTerSdqampqKLB4PHTpEY2Ojblh09epVzp8/z9WrVxkeHsbv9zM3N7fiv7lGunPJDG/+yN/z01cmSGYkosksTpsFVVXpbMinRY52N+ELx4mns9wYC/KmAx1MzMwBEEtmkBUVFZV4OscVb4DTe5oxiCJZSSaTk7FbjFwdmcZuNvD9C0N89O9fICttvt5RClbK6Wqpn9bWVh577DGef/552tvb+epXv8rb3/52Kioq7pmt4wc/+EEotnXU8MfAv+3KSHelm9doNJLNZnG73fj9flpbW9e9jS9cayM51Fwux+joKIFAgPb2ds6cOcO5c+c2rVssRQUxNjamOyOdPXt2yTG3Snam+VuEQiGGh4dxOBwMDAygquoShzGtqUHTb25FcfJ+xHoLaSaTierq6qIcpCZp077DUCik77a0ir+2BZckiU//4DL/dmuKWDJDOrfwvXY1VOlR7rGeJpKZhQKsQRS5ORbkRG/TfN4X6ips3Jmcpa+5hmFfmAvDfh461MFz10YB6HBVkpMUKs1wY3SGZEbiP/75d/jMr7+VpurtHflUqh5Zc65zuVw89NBDQN6K8V7YOr7jHe/g+eefL7IzEwThBNAIPL0rSXc5ZLNZJiYmmJ6epr+/f8PbeA3rLaTlcjlGRkaYnp7Wt/NbWURZiTC1wtzExISevljpR2YzhjeFa0SjUe7cuYPZbObgwYM4HA7dYGi5anUhiSSTSc6fP68rALQ/u8HUZjVshXqhUNJWKL8qrPjPzc3xzOAr/Pkzd4hn8kRrMxnY21xFKqeSzklcHVm4300GgeujYU7vaeb8kI8j3Q0MDvmYjiU5tacZfzjBZY8fRQV/OEFvUzW1FTaeuzbKyb4mLg77GQvGONPfwvh0iHg6x/XRIKf6mvndL/0r/+XxBzi1Z3vHP5XyvUaj0SUFz3tl6/jcc8/xgQ98oPD8ReDPgV8BHt71pJtOp/F6vYTDYVpbW6msrKSjo2PT65ZKuoV615UcxzSy2wwJL6eC0JopWlpaViVbDZuNdKPRKMFgkHg8zsDAQElThEVR1DvGGhsbicVinDx5cllBvaqquqnNRpsU7hW2UzJWWPGfyQj81Y88OuGaDSKpnMwdXxQBONpWiVlUmAjL2M0GXhmfQZIVzg/5eKC/hTsTs/PnC4NDPt5yqJPxmRgA8XSWfc46IvE0ABeG/RzrbkRRVc4PTWE2iuxrreX2ZIiZWIoap4X3/9X3+YN/f5b/8KYD2/LZ14Jm65jJZJiZmbkvbB2XCR5+E/iBqqrjgiDszkKaIAgkEgm8Xi+xWIyuri727duHqqpMTU1tyTHW2s4XdnKtpXddbgz7Rs5HUZSizrWmpqaSyFbDRkl3bm6O4eFhFEXRO/VKHdteiMKLeTkFgKqqetGp0PdCq1RvtOi0E9huna4sK/zin32L8ZkYsWQGoyggCNBQ7WBiNp+fbal1cn1qDklR2dtcTZXdyHn3jL7GXDxOS7WNWCqDokJfcw3PXR/l9J4Wzg9NYTMbGZmOkEjnGGir49bELJFEmmqnFZNBJJ1T8E5HOb2nGbc/jCcQYaC9nj/7p5eYnUvxWz97cks/cyn5f83WcXBwkK9+9at84Qtf0J+7V7aO83gn87aOwFngDYIg/CbgvL+u3BIxPDxMMBiku7ubgYEB/WLfykLNSqRb6KXb2dlZsr3jVoyGTiaTvPTSS8u2CZeC9ZJuIpFgeHiYbDZLX18fNTU13LlzZ1PNEWs9r0V0hTdIYaU6EAjgdruRZXnV0UClHG8rsZ2kOzuX5L2f/mfuTIYwGgRUQFJUGipt1FbYsJgMuP0RGqocTIbiAARiKSbCCqf6mrns8eO0mRmZSZLMSuxrrmLIHyWXyUe054emONReg0EUuTKaj4SH/RHO9Dcz7I/gnY6yp7maiZkYoigyG0vR4apidi7NrfEZ9rXW8cLNMWbnkvzRL71hy76H9ewOI5HIkvTCPbR1RBCEbzBv6wh8u+Dx9+5K0u3s7KS7u3tbb6rFaxe6b62nbRY2191W6DYmyzJnz57dMHmX+n2lUincbjeJRIK+vj5qa2u35YetVBiNRoJJiSujMa54AvgjCYanQkSTC/JAgwBWo4jNbKCx0oaryo5RzdE3meHnz+yjqWb9kfl6sB2kG09m+PXPPc3N8RlAxWoyFBXMKuwWrs3nb8/2txJOpPXn9rTUMjjkY3DYx77WOtjB6QEAACAASURBVKodZl6+my+u3fZFef3+Ns4PLewKvcE4XXUOjCJISv66889Gaaq0MhNLMeSL0FFrx1VTwUV3AFEQONXXxOCwH4fVxOxcih9e8jKXyvLke96C0bD5esZmzW7uI1vHIuxK0jWbzTtWBS/MGXd3d6/ovrUaNkK6hWTb0NDA6dOnGRwc3NZxNplMBrfbTTQapbe3F5fLteSzbjTfVSqGJ0P807nbXPIECEaTRBMZMjmZzCKJkkEUkBUVp9VEPJ2XCcbmnxsNpRAIYTYKZK4F+MvvXaTeYeaBPhcfeOwo9TXVW16422rSVVWVX/kf35snXBAAo0HEajJgMhpwOYy4/RH99fFMltuTs+xtrcNuMepkDHmdbk6WqXPamI3nGzZ84Th9TbV4p8OksjL72+sZHPKxt7WW6UiSnqZqLrr9CCQ50FrFzckoFgOMT0eosZsJJ7MMDvt5+FAnz17Pqxxaap2cvzvFH//jT/jwOx/EYtocvayHdCORyBLSvV9sHRc9/uVdSbqrXdxaE8Fmb6h0Ok0qleLy5cvL+squB+shXc20fHR0lPr6et3acTtRaOtYaFi+HLZzjPvf/9sNPvH1F1FUFYMokJVWPo72Go1wK21mYqkFaZTTamJu/jlFhZlEju9dmeT5V/wcaK3i7Uca6aixFxXunE7nhgdmbhXpyrLCf/2fzzI1G8PjD+uPW8wG0lmZnAyZnEx7tZm9LbXcmQqxp7mG66NBAO5MznKqr5kDHfXcmQiRyORor6/kottPa10FDQY7zTVOXeGwp7mGrCRzzTs9//4QbXUVZHP5IrIK3JyM8oZ9zfz4dj5SdlXaaKy0Um038ez1UfY1OrkdiDMVinO4o44Xb43za5/5AZ//zf8Np3Xj1+56fRf6+vo2fKydxK4k3dVQOPFhI0ilUng8HmKxGCaTidOnT2+JxrYUTwht9lldXV3JnXObQaHMraura01bR9ie9EImJ/HS7Uk+9e2XkWQFFZCVhWOYjSKqopIreMxhWYhwAZ1wzUYDOVnWCVeDxZiv8sczMuc8IV7xxWmvr+Qj7ziNy2YhEongHR1HlXNMRjJgNGG12jjR34YsGJFVgbb6SmaiSdK5HG31xfnDrSDdYV+ID/zNM3gCEexmE6mcjM1sJJuTyBX8AB3taeSyJwDAvtY66qtsDPnyBN1QZefKSICcpNBaV8He1loue/J63MnZOVpqncjywlpDvjBvGGgjlZWYjuZdwJprnFwfnebY/HEOdNTzk9s+DrfXcG08TDCW4mh3A/FU/ju+HYhzrLuBQDiOOxBBQCCXy/HOj3+N//b2I7S4atb0TVgOr0ZbR3gVkq7WlbbeHmxtpPjc3Bw9PT0MDAxw4cKFLYmaV2u00Ax4vF7vpsfxlIrCkfHr1RSvRrobJZ7//rWf8MxlD8mMROHKBkFAVtUlEa9GuHaLkWSm+MdspU4padE5ZyWZm+Mz/Npnf4jDamZ2LkWV3YIoiITiKf08Kq1GYun8MUTAYjIAKirQ6aomK8lEEmlsJoE334njC8eJJbO4qmy86/UDtNQ6+fHNCR491o0vHCeRznFyT3PR1vv5ayP89hf/BVEQkBQVq8lIMpsntFRWwmE1YTMbqXFY8fgjBCIL7emCAD+5NUFfcw0WowGr2aiT5+TsHM01Dvpb8jIvyBPqaDBKe30l4zN5Z7GXbk9S5bDS3ViNLxzH7Q+Tzslc9gR4oL+ZiZk5VODaeJgTvU34QnOMTEeRFZX+lhruToXxBKIc6Kjn/N0pJEUFQaC2ysnf/HiE331bBZnMrO6bYDQal7i0LRfRbnZUz/2KXUm6q93Y621q0Mi2cKS4tr621mYjzuXSC1r7p8fjoaamZkfIdit8ILY6vfDDSx6+fe7ufJfbovNdgdwTmTwhFRKuAKwWf+cWEbdWkEpmZZLZfJ4zlsxgEBfWsZoMxNISDrOBRFbGUZCysBoFRqfDpKX8q8PAd84tNCwA/PT2JIlUFlmFP/n6T7GbjYjzKZHGajtn+lt5oL+ZP/rqT8gVRJ8Oi0nPWRtEgWxOJpHOMRNL8aYDHUxHE0zNqxQ0c5thX5jmWidNJgdVDgvRRIbepmouDPuxmgwc7Kjn7lSYiZkYM7EU1Q5FNy/3hePMzqVIZSXO7m3h+etj+rkoCtQ4bUQSaRIZibtTIQ51ujg/NIUkq0iywuHOBjI5iRdvT3Kw08XQZIhkRsJsNBJNS/z2Uy/xe7/wAG89ehijIW9Mo2m0V5vqsZ4pMMs1R9yv2JWkuxqMRmNJRubasMlkMrmEbDVsh6euRrZer5eqqiqOHz9e8gh17f3rjSYLRwABG26Nhq1LL0zMxPjqj2/x/z1/HVDz0VEBnFZTnlxVFkW/IC86/EqEKwJmU15fWgpkFQr/uTViTmTz/y1MWeRkteg8TAJkC5QFVqNALJnFaTESz0jYTAbdYtFuNpDMSDx/fZTnro1gtxiJz5OzURRIZHIYRAGn1YTJIBBO5FMnJoPIrYkZgtEkbdVWelpcvHBrXD9mc42TS24/tU4rhzpdyPM/jumczJ2pEG/Y18ZzN/LXQCSRobHaQabgnA2iwCVPgFN7mhkc8mExGfAEwszOpWmsslHtsFDttPHi7UkOtNfjCYRJZSXMJhFByF9PN0aD82oJCy/fncJoEDne08gXnrnMX37nPB2uKo71NHKit4mDnS6962u5qR6RSETvgFxrqkc0Gt0VXrqwS0l3LdOb1SLdRCKB2+0mlUrR29tLXV3diuttpaduOp3WI9uqqqo1rSWXw3Jj4VeD1iwyMjJSpIDYTLpkqyLd3/3Sv3J1ZHo+B7vAXjazkVRW0vO1VqOBdEHKYDHfW4wimYIo1mkxEZ+PhA2igLSYobcIi5fNqejML4AeAcczElaTWCT1UlQVNSeRlRUMBhGTMZ/aEQX0Hx8tp+20WWirr+L6aJCj3Y26p8JEJI3RHKOroYpKm5lwIsOV+TxvKJ6msdpBhW1hh2YyGLg2v8YVb/51FqOBWxOzug/D/rY6zg/5GBzycby3CZMocm5eVhaIpjjWVU92/qu+OT5Df0sttRVWXr4zhUEU9HWcNhPTsaQecQ/7wlhMRjI5iWgyw42xIM9c9jAWjLG3rY79bXX8zMk+Tu1pKZrq4fV69TE/K031EASB4eFh4vF4Eemu5QSmYTscxs6cOYOiKO/UHMYEQegAvgi0A+qucxlbCysRZTwe5+rVq9y8eZPW1lZOnz695nTfrSBdVVWJx+OMjY0xMzPD0aNHGRgYWDfhQumeulqe+KWXXiIej3Pq1Cn27NmDyWTaNGku598wNzfHtWvXihyy4vH4sscJzqX5pU9+iysj04iisEQKlsoWf9/pxTlaIU9qkI8KRXHRv9/8v6fJIKKo6lKW3gYsvokWHzEnKfpjDosRVEhJSj6VoSgk0hImo4jNZMBqErEYRewmgQqrifGZOa6PBjnQUV+08p4GByPTUUamo1ybn3NWV7lwTclKvvVXs2c82FHPzFyKayPTnOhtor+llmujQSRZ4aLbz4P7Wrk+uiAzuzUWJJ3LUVeRX9NoEJgIxbk9T9KQ340EwglqnVZkReWSx8+bD3Zw2R3A449gMoic6W9hoL2eRCZHKJ7GIAg8f32U25MhBAFEQWB2Lk1v01JClCRJ9+hobGykt7eXw4cPc/r0aY4cOUJzczPZbJbvfve7jIyMcPbsWd761rfyhS984Z46jD366KOLD/UU8ElVVfcDp3dlpLsaTCaTbh4NeUJwu93kcjl6enqKjETWwmZIV1VVZmZmcLvdGI1G6uvrOXBgc/3pmhxuJa2uNoLI7XavmLpYb7S8GIXphWQyyfDwMOl0mt7eXkwmk945Vjj0UdsaXp+c48PffgUVAVFYiOaMBhFZVvL5PlkpagIwiQLGeX8ByMu/HBYTiqqQyspIWRmz0aAX0FLZHCaDUJQj3W4UHsluNuppBA1yQQScmM9DOy1GEhkJURCotJmYS2WxmQ2oqorZINJSZcVsNGIz2vHMJLEaRQaH/fQ0VlNhMzEZXNDodjVU8W83x3BazRzraSQnK9yYl5CdH/Jxdm+rrttVVJWL7jw53p0K6WvkJIWBdhdXPAFkVeVwVwPnh3zUVdjY01yDWVC4ORUF4KLbz5sOtPPi7UlyskJLrZPGKjsWs5HBYR8n+po4P+QjkkgTS2a5NZHXGp/pbyErK5zsbSIYS1JpszAajPLke95CbcXS6S2rFdI0a8dDhw7x+c9/nje+8Y1cvnyZYDBILBbjU5/61D1zGBscHNSPIQjCAGBUVfVfAFRVje9K0i0lOtX8AiRJore3d0NTfTeS09UGXbrdbux2O4cPHyaTyeDz+dZ9/MVYLUqdnZ3VbRaPHj267AiitdYo9RxyuRy3bt0iGo3S19dHfX09iqKQy+WWdcianJ5lOhTlI//wIpmcgtEgUJjC1YpBGlHm5gnUOF9MUig+X4MIydTCv4ulgHQFVHI70zezLAoJt7BxA4oj4HhG08Gq84RrxGgQkWSVKqcdZ4UDjy/E/tZaahwWEokkAuT9DloqEQQ41FHH9bFZKu0WVBXmUlkuewK84UAbRlHQUxWSorC/vZ4L86mJgx0unr8xxsm+Ji65/TRUObjs9SPJKgfa6wlEE9yZJ+TZuRSZnExP3cL1ZBQFvIEox3oaOT/kYyoUp6exGqfNzFgwxvkhH/UVNva315PJSextqUVF5fpoUC+CnuhtYjQY40sf+Bk6XJXLfpfrlX4KgkBDQwMNDQ331GGskHSBfiAiCMI/Ad3Av+5K0oWVCzrZbBafz0csFqO3t3dTyfVSi3JAkb+szWbTLQ8BfVzPZrHcj0A4HGZ4eLjIZnE1bIZ0c7kcPp+PSCTC/v37V22iKDzeL37q+4iiQCorowBZWUUU8lGrlpMtLJDJal6bqyhqnm4LGNogLESLGhIFfrGr9FOsCpNBwGQwFJHm4rZbLZOhlJixiKfXvna0tZJZCYH85+5rrkFSFMxmExICSVmk2VVLa2MdsqxwZ3KWYDxHMD7LwZaKoqh3f2s1P745wYGOety+MBU2C1e9AbKSwvHeJq55AyTnie/CsJ+DnS6sRgP+eRnazfEZ3jDQhtcfIZrIt1nvb6vLR7A9jVzxTnO0p5ELw37GZmKc6mvm+ug0RoOAxx/mWE8jw1Mhuhur+fF8ka+51okkKzTXOqlxWKmwmbk9Ocsn3/sW9rcv2IAuhizLqxZ8NYcxVVUZGRm5Xx3GjMAbgGPAGPAPu5Z0FyMajeppBLvdzsmTm3c8MhqNRamKlaBFthaLZVni2yoVRCFhxmIxhoaGEEWRffv2lez6tRHSlWWZ0dFRfD4fNTU1tLa20tTUVNJ7f3R9hGQ2N59jXfq8VgSzWkwk5klKIB/9Fr7eMb8dNxpFMjllPoWQf8FaJGgQQBQXXq+tZZ3v8oK8GiEnFxNuYb54cdpAFIR8zpi8QiJbokJiLWQkhZduT5CVFAba60nnJJxWE5mcjNVsBAH2tdVR7zAwFcuRUgwkcwrHexu54gnofhQ3x2boqLHhtBoIxvLndsnt540H2jl3Z8FzYS6ZIW0QqXVaCcXTOK0mro5Moyj5PPCwL4xnvt34oifAwQ4X4fiCx8PgsI83H+rk5TsTpLJ5be/pPc34wglO9DZhECAjK1z1ThOMJjnV18zzN0b51Hsf5nX721gNa+l0NYexYDDI+9///qLW3HvpMDYzMwPw2XmHsQngsqqqHgBBEL69awtp2i9PJBLh4sWLDA8P09vby5EjR7bMPHytnG4oFGJwcJDx8XEGBgY4cuTIspHmVkrP4vE4ly9fZmhoiL6+Po4dO7Yum8X1kK6iKIyNjfHyyy/rI4cK53+tht/6mx/ytRdu8ntffp50Lt8hJhZEC4qaJ0MN6cxCVGg0itjMxTebrKjYzQYy8+Qmr0OVIKsUKSS0ZguNcCFfeDPOk6xBzOeEkxlJf6yQcO1mo064AMqi8NpqXIh2jKKAzWTEtLjgtwy0FTPzhbfxmRgjgQiBaJKMJHPR7UdRVGRZwWI0sK+1DofFTCorcckd4I0HOkhkF85FFo1kVRGnJf9digK8MurHVWGmwpp/zGkxMeyPYDYaaKuvYKDdRSyZJZ7Ocmt8ltcPtOl+DQBWs4FEOqePAjrW08jz10epr3Rwqq+J1+9v5ZLHz/hMjFcmZpiNp7nqncZpNfPQwXYEAf7wXa/j507vWfv7KHH68HLdaJoTGLCqw9gzzzxDOBwmHA7zzDPP8Oijj9Lc3Kw7jKmqylNPPaW/f6V1vV4vIyMjjIyM8M53vhPgN+cdxgaBGkEQtBvnLbs20o1EIty9exdRFOnr69OF0bIsl5wSWAsrkaW2pTeZTCVFmVtBuslkkpmZGUKhEAMDAxtOm5RCuoVdci6Xq0jXWypp/+SVCV64Nb5IjZCnFU1XazYZ9ec1jarNYmQulUOSlCL9rawopAuIc/EZ1NlgtmBTUue0EIpnCo66gOWKbDlZwW4xImWkohZkSVGLzsNsXDpnTlLzeWZZKY6IzSIIIqTmfQyE+YUMBflWyH9us9GwpACntTaLAjRW2mirryCWyubVG6oKAtRWWnnzoQ6SaYkLw34cViM1DVWMTEdxVdq44p2mu6EKczJDd2P1/IieHE3VdrpcFVwfz1s5+iMJGioshOfi+vEtJgMXhwMc62nkxkgAQTQwGowSjKawmY0c62nEH86nJcZnYjitZi57AhgMIn1NVTRWO4gkMtQ5bTRU23nx9hS/8tBBfvmhQ0u+/81gucaI+8VhTFVVWRCE3wOeFfKR4kVhDaH7fTtFcGxsDJvNRmVlcRJeVVVeeuklHnzwwU0fIx6P43a7OXLkCJAn+uHhYQwGA319fSVHmJs5J81mMR6PY7fbaWhoKHlrvxxu3bpFc3PzsqStKS6Gh4eprq6mp6dnSZdcKBQiEAiwf//+osdlWSaZSmMxm/jcDy7x6X8eRFHVVTvFFheaquyWIrtGjcC0/O9qsJuNZGVFL8r1N1UQT2WZiubX29PoZCgQRyDfRBBPZ0lkcjisZuLzpt6Q31LfGFsw/nZYjGQlRSfqwgKVKAgIgspyQolKm5msJGE2ilRYzUyGk9Q6rcylsljMRvoaq5mcybfSZmUFQRTIZCUspvnjSfKSH5bWGjuT4SRHu1ykUmmqqyqwGA1kJJloMkOlzcz5IR9Oq5kjXQ389PbCFrnTVYXNbOT25Kz+2PGeRuLpLHen8jKpEz2NXBsNsqexgltTUfY1Obntz5NwU6WFDlcV590LBakTvU0oqsrk7BzBaJJ2VyVjwbzXmzYeCKCp2oHVbOShgx383+98sOTmnsHBQZ0QV8Ozzz7LCy+8wF/8xV+UtO4OYcUPuWsj3ZaWlmWjx62019PSC9FolOHhYQRBoL+/fwnRr4WNnFMmk8Hj8RCJROjt7eXAgQOMjIxs+TRfDeFwmKGhIWw226rqh9U60v7L//uvZHMKlzx+fftdscj9y2wQyM5HrIWE67SaSC+WWin5gttKrO00QXx+iWRWYm9rLXcmQ9jMRgTRSCi54FEQmMtiMgj0uiq47c8Tw0BLJfGMRCyvbKO5xlnkiXCkq4GrI9Mc7nJxbSRIT2M1nsBC0Uoz0Sn8DPF0Tv/xONHbxJAvTDwj600JR7sbMBoMZHMS7/13h3n/oycIhhP8wVPPcWHYh6QoSLKM2WQAFTKSrH/8yXASs1EkNJfEYRaxm43EUlmMBpHmagdz6SxvHGjHH4kzEoxyuNPFtXnpWEO1HbcvTG9TNW5/fuLDJU8Ai8nAka4G/JE410aD5GSFW1NRzvS3FBH0bCKLwTBHZ62N0VAKgwAjgTCz87uJ1+1rJZ2Tqa+wEY6n9ONCfvBlMJbk//rZUyXfC+u5zndTNxrsYtLdCSSTST26LUxhbCcKbRYXW0pqOt3NYHF6YG5uTk/TDAwM4HSuPt11pfTCTDTJCzfHl5jTzM0TriDkd8QGsbiP12ExISuKTsB52VR+jcWNE4VoqLDQUFNRFJVW2i2IgkBXQxWvTMyyt6mCO35t1HiW1+9v4yevLER/VouViXCeRAXAoEpcdPtpqLQyl8oxOp1/7sZokIH2eu5OLZDQoY563AUEbDcbiKdzNFU7aKpxICsqw74Q/S11+WJUIMLhrgYkWSGRzvK6fW28/9ETALhqHPzP3/45Lg77+G9ffYFgNElGUhCF+SKdpCCrCpKUN/8Zm01gFiEwl6OpxkGtwzb/AyUQS2UwiCKxRJpAOM6J3iaGfWHuTIaIJTMksxKHO116KiOTk7k+GuTNB9t5ttBzQVVpq6tEUaLEUll66x3cDsQxGsR8c4SqcnG+A84gwO3xaWYT+X/DQ+01VNlM7G+txWk1cXcqzH9+2wmcttI9TNZrdrPeQOheYtcX0lZ6bjNa1FgsxqVLl/B6vZjNZk6cOLHthCtJEsPDwwwODuJ0Ojlz5gzNzc1Fn3OrRqgrikIymeTq1avcvn2b3t5ejh07tibhwvKR7q2xII989O91wnVYFpo3VPKtvdpbFpOyQaRIlmU2rn1Jttc5mJ7L4PaH8yQ+j1gyw4m+Jl6ZH75YmJs91ddclF+udli46wuztzWvKT7e28REJF+Vb62rYE9zFZFk/gdDUcGs5vSWYpNBJBhLcaA9XxvpbaohOV+Ua3dVcmNshnAiTWtdBReGfXQ1VNJQaSOZzhFOpDne3cCH3/X6JZ/rRF8z3/vDd/OND72DnznZi9VsJJmVEQVBL0JqLcNZBaKJNOPTUe5OzeAPzWE0CDitZipsZqqdNuor7Vz2BDjZ10RsPm2TzkoIgkCNYyFt1FLr5PkbY5zqa0YAnFYztydmuTEWxGkz09tczUQknzCXZIVrI9MYjSIttfnr5Vhvs064rkobt6eiBKIpLnun8fpnURWZow0GJicniUajJckn16PRLUe69wE26g6mNVTIskxfXx/V1dW8+OKL23SWeazHZtFgMJDJZJZ9rlQoiqKP/tEaG9aDxaT7me+d46+/f6HonNOLCpkmUUSrceULZnk9rcUkEksVvzazRmfD3pZqPIF8eiCVldnTUsPQfE7SajJyo6CVdWw2gckgcqirgcFhnx4JK6pKb1MNF91+bk/MUGW34C2IWqOpLFOzCwWlgx31TETien56T4OTW74YspSbdwHLk3NzjYMrngDHuhu5NjqNJKsc7HBxxTvNQHsdmazMya5G/vsvv3nVz9hWX8mf/PJD5CSZT3z9p7xwa4LZWJLaCjOhuTSG+VZoSYW5jERaksnKKpFkmkqHlfoKGx31FcylMnQ1VvHstVGO9zZxfWQaVVUJx9OMzcT0vGt9pY2J2TkGh30c7W7AajLy8t28rGwqFOeB/hbI5Yhn8umao92NnLvrQxDywy3NRpEjXQ2MBKN0uKoIxvL+vYc6XVwfDfKJX34jTY2NuquY1iJus9mWzLjTgoy1NLqFiEQiHD58uKTX3g/YtaRbSldaqaRb2CqsDWDcDhQ6hCmKwvj4OBMTEyXbLG62scHj8TA1NUVTU9OGJ2EUnsPfPn2Jv/j2OVRAEArGwysU6WgLmxcA7BYzOVnWXbkqCiwTZWXl4ptZhEq7jZy8QJA1jnybc2ttBUO+EHta6vSW16ys8uC+FgbnCzqxZIaB9jqiiSyX3HlimEvneOOBdl64ueDWVWmzUNFq4erINKIgEE1kmYmlOdBez2RojpFQPgkcjGd53d5mfnrHN39+CtU2I5fcPgZaqxkKzCHJEqf6momns3TWOfnT/+Phkr93k9HAH/3vbyx67F+uenn20hCvTMwyFU4STeXIySqRRAaDANFUjkg8g9VswGE1Mz4xy7HuRi65/extraWuIu8SBvkW4dfvb+Pc3Ul9fW8gSmudk7oKK7NzaewWE7cnZoklM5ze08IVjx/vfNpFVaHGadXXa6urYHYuxam+ZrKShKzkdwH//ux+RFEouq9UVSWdTuuuYoFAgFQqpY+b14z/c7ncmiOqdpOXLuxi0l0NmpH5WojH4wwPD5PL5TbcKlwqCsewazaLTU1N67JZ3Ij0rLCxQRvoaTQaN1xw1CLdP/7aC3zpX64AeUmT1VxsKG4zm8jN53NlFcwG0GSxsqySKtDILu4wW6mEsqe1nstePxaTQY+IY6ksDosJURCKdLUADrMBVLVIImYxGXFVGZkM5XO9tRU2ZmILWrM9LTVc8U5zYL5T6lhP47zMKq8f7muq4cL8/9c6rYwE41TYzDRXmLg7naC/pRabNcfNyQgDLdVkJYlgKEStzchvvPkAAb9Pj+w24n/xyJFuDjfZSafTdHZ28vKdcT7ydy/gD88hK/mdQiaX/zxmo0ilzUwyk+GhAx0kszk8/ggd9ZWMzeR3C+F4mt6mWqZCc8RSWfa21hZ5LtQ4rboK4fzQFG8+1IHbFwFS2M1GhqcWRgq5Ku1c9gYYmY5ytLuBG2PT/PWvv3WpKRH568hms2Gz2Yq037Isk0gk8Pv9ZDIZrl+/rgdQhWOV7Ha7vrvaTVMj4FVKums1NWijxTOZjG7vuBK0/PBmGy4MBgMTExNMTU3hcrk2PEJ9PbPWJiYmGB8fL4qkx8fHN+298HcvevmnSxMYxPxWXVHzhuI2k4gKpHOKXkDTYDYaycoSDrNIIpvDZjboxKusUak+1uVCNBh08utvqeHW/MBGrz/M3rZ6PbodmY7q72ussuEJRIvWSmclXdYE0N1Qpc8Pm5yd0xn/5vgM7fWVuH0LpBJLZAgVNAp0uKq44g3Q31KDUcnx0MEOEvMG5a11lRhEgbFghN6WBv70Vx5CVPLm3Yu32E6nk4qKipJntBVej2f2tvOvf/wf+cZPX+EvvzdIMpUFIf+dprIys3NpZufSjARjmMS8sZCsquxvq8NsNOiz0trrK2mudeq2j7NzKRRF1V3GIN+ld9U7TTiRZk9zDZ0NGSpIAgAAIABJREFUVfjCcTKShKvKwZWR/HtFIf/+A+31/Lsj3at+lsUwGAxUVlaSTCaxWCx0dnaiqirZbLbIazeZTJLJZPj0pz9NLBbjypUr1NXV0dLSQjgcvqe2jv/wD/+gNUggCMKfAT9Dvn72L8Bv71rS3YinbqGX7uLR4iuhMELdCDTT8kgkgsVi2dTss1KsHbVZa16vl8bGxiWRtGZYs1F85vsX+OalvALAKIq6wkAg3/WlaVhVis3FExkJiwG9Y2rxJIdV9bx2Cz++taA6KCzUHe5uLJKaheJpepvz1fNLHo1QKhifmcNuMRKOp9nfXseFYT/t9ZV6mqGlxqk3E2jobqwqSjvYLSbqKu1cGPaxv61OJyi7xYTHN8do2MdAez3nh3y01lYAKj2NVTz5noepdubJqzAiU1WVZDKpe8VOTk6SyWT0cTbaH227rWG5IOCdr9vPYyd7+bX/5/vcnpghlZVxWIyIoogoQDSZJUveyc1kNDAWjNJat6AzH5+J8eDeViRZ0acM72mp5eW7UxzvbuDKyHQ+Nz4f9QYiCXzhBPF0FoMo0FZbQWOVnWRWwm42cn7Ixxf+8xs2vKMqzOkKgoDFYsFisRQFSLlcjg9+8IP8wR/8AVeuXOFrX/sanZ2dVFRU8PDDD/OhD32IJ554gieeeGKJw5hm63jhwgUEQeDEiRM8/vjj1NTU6LaOZ86c4W1vextPP/00jz32mG7ruNy6y9k6CoLwIPA6QEs4/wR4064l3dWw2KgmmUzidrtJJpNrGpcvt5bm67keFDYaVFVVUV9fT2dn56ZG/6xEuh5/mOeujWARJLqsGerr61acIiyKSzuqSsXnfnCBv/7BJYD8eHNJ1qVgmi1jIfKvUTGKzG8xBbRessKOLG2NQlQ7zEQSWU70NvHjWxO4quwE52d/aeYsJ3qbGBzKWwkWoqXWwY9vLpB0U42T8Zk59rXV6yQrCFDjsDAfMOMNRLGYFojMVWXXPQcABtrruTk+Q2utE5vZqKsBBtrrueKdps/lIJZVuTE2zaHOBiKJJAda6/jof3ioyEy8EIIg4HA4cDgcRd4A2jibeDzO5OQkiUQCRVGw2+04nU7S6TR2u33JFBGHxczXfv8X+MTXf8r3BodIpHPkZImspOC0mpBkBbNxoXh5dypMY7WdYCRJT3MNL92ZxGo2cqjTxch0lFfG81rbS95p+hsriCcXdi/75g3PAbobq/VGDKNBoKHKwdtO9PKmgx3Lfu5SIEnSmp7TJpOJkydPksvl+OQnP6n/MO3du/e+sHUkH0dYATP5i98EBHYt6a5VSMvlckXzz3p7e9c0LV9prfU6hGk2i3a7XW80uHXr1pZobBevMTuX5PE//hrxdI46p5loSqLTVcneNi+/cGYfbzncWRQlbaQYp6oqf/6tl/nr7+cvKIshT6aQbwhQFHVJXhYgI6k4LUZSOZmspGIzG1jcwCuyfLdZS7Wd9roKPaXQ6arSSXd8JsaZ/ha9wu4tIMfW2gpm5l+nIZJIc7irQSdcfySxRLPb3VhFVpKZnJ891lZXwWVPgP1tddyenCWRzhPOZCjOmw928PyNMSwmA6H5bfTN8RkOdrhorHIQmkvw6LFufufxMxuK9EwmEzU1NUVbV0VRSKVSxONxQqEQsVgMv9+/bFT84V98HUe7G/n9Lz+HKKhU2y2kc/n25lgqp7unWYwigUiSlhoHopBniFRW4ubYzP/P3ptHN5KY172/AqqwbwQJkATZ3Lee3tdpzUQaWdEk1si2FD1LVrzElv2S+PnYlp62KPKLX5zElqMo46MjybLsRLblOJJj+TmRlfESWxqPNJrume6e7umV+76TIHYUUNv7o1DVAJtkk0326txz+kjdQwIooHDrq++793687VA7f/3GhP38bsnJlZlVexiXLZaQKhdaV1XWxNHOJs6PzPPpn3zbjo+7GtvV6VoFRHXl/7DEOhqG8YogCN8G5jFJ9/OGYdx4ZEkXNndHWWtq5ufnbTfX3d7m7GR4lUqlGB4e3jBmcS/yF9YTZiaT4eO//UJFlO9jLV+ybw/nkjlevDKJ1yXilkSe3t/Kqb4Ex1pC5rbBbeI//6/X+fSffM8eXIW8Uo3MKy8r+Nwb3wUEPVLNOvXiOkvvrbq3cnxVfxeAwdlbIdura7f6sMc646hV72UyZ24eWEjlQIAbM0l7+g7msKjkqr0oVPeRg14XN2dWaIuZWuyuxoi94twtiRzvarLJPx72cW5ojr5ElLDfzZXJZTRdpzceIJ2XEZ0C//cPnuL7T9450GUnsKb6fr+fQqFAIBAgFovVVMUzMzMUCgUMw6Dd5+Mn/14P/+V7o5RU1SRZyUHI5cIwDJwOB/mSgugQmF/LE1XNMPK5ZI5Y2Md3rk9zvKuRa1MrOBwwsWLeXQzOJitxjiu4JSdP97WgqDoDLVFmV7OML6Z4en8rp/sSuzreO23htmIdwQybOXTIzHN4mGIdBUHoAfYDFov/L0EQ3vJIk+56yLLM2NgYq6ur+Hw+jh8/vmtb8HYqXStmURCETQNw9oJ0rcfI5/MMDw9zfTZJuixwqjeBS3QwurCGpuksZ4q2EaBQWXL49e/d4I9fvoFbdBALutnfMcizRzv5R2cGkMTbT+7ldJ6f/I3/zvXpWy4sySmQKSp2/kDQ6yJbLN+WGxsNeMgVy2RlpUZNALVV7frT+2hXnItjSxxqj3F9aoWBffVcqzjOJpN5/G6RzoYAr48v0V5Xe+sZ8Um4xJBtjNhXH2I1K+MQBOqDXkI+N1MrpmLhSGec792ctdeQ97fUc35knmvTK8TDvhqDxvjiGiHvLSNBU12AN9JLyGWVbNG0+q6k8xSKRQSHxC+99ynecrBji09x99B13T6vN6uKC4UC/6S+nqd7Y3z0v57DYThQdIOyqiIrup3wJolODFWlrKjIisr+1nocgsBiKs/FsUW6myLU+STOj1XsxGGfPTArKRrL6aK9geJMX4J0ocRH3nV618e43VhHRVF49tlnuXDhgv3fHnSs4wsvvMB73/vedwO9wFnDMHIAgiD8OXDmkXWkVUOWZa5fv87rr79ONBrlyJEjSJK0JzkMW5GuFbM4NDRET08Px48f3zQEZy9It1wuk81muXr1KvGmBP/pe7OcH11E1XRevjHDUipPJGBmJlRHI/rdEoZhOqlKqs7MWpHvXpvi//mDb/Pmj/8uP/hvvsq//erfspIxq5k/e3WIN330yzWEa7qizNNFEMxJdrVCwS2aAxtfZbFkWbvVu60msfWfiFT1DxNLGY51NXJtahnNMGqOQTfgZG+Cq7NmK2FqTSZS5apSlZJNuAD5olnlHu9qZHA2yXSFcD0ukcVKMlZjxEdTnZ9LYwv27/W3RLlZVWH3JeppqjOdVwf23VJJeFxO3JLI927MoOo6BVnlDz/yrntOuHDnyEOHw0EgEKCpqYmnTxzif/yrf0xHUx06ArKiE/Q4cUtOvJIDuWzqaTXdQHI4KJTKeN233vdsscz1mTV6GkOc6m1moMUMUgfT/GARrs9thum01Ac52H47ye0U220vbGQBftCxjr/5m79JJdZxCnhGEARREAQJeAZ4tNsL5XKZkZER1tbW6OrqsjcZFIvFPdnUANgi7WpU7wazVBB38zjbRXUeg9Pp5PTp0/zqH32HZLZAb3MdktPBqd4EIZ+bdF6mPR5mciltWjqrAmeqB11WJbyaK1Ioq4zOr/H1792krGq3LYe0KltLqWAYBtq6XASPW0ItlmxPf3Ual1F53o0GZl2JqN1G6GqqI1uQ7Wq4epB1rKuRZOZWr9YAupvruDCyYG+htW6PAcaXs/TGfbamdmEtR1csQMDn5o1Jk5wHZ1bpbq6z4wmdDoHVnGy/zoaQlzcmlpBEB40RP2sVudiJ7iYuji3QGY9QF/Cgayqf+4lTNNbd2Ua9F9iphDEe8fOnn3wv4wtr/Mafvca5wVlkRUHRzHwH0SFQVjUUVUN06Cyl8gw0BRldyhH1u1hKFxhZzNDnFDk/P4/fLdHVGCHi99DVFGFiMcXBthjnRxb40A/uvsqF7ZPuRhrdhyXWEfg68DbgCuYp+xeGYfzZIxvtCHDjxg28Xi9NTU01Va2qqly8eJHTp3d/AszMzKCqKh0dHciyzMjICPl8fscqiLm5OUqlEp2d29ctqqrK5OQkCwsLdHR0kEgkeOWVVxAb2vmx//inKKrOkc5GLo+bt4FTyxkUzVzLYg2NLNur3y1SUjREp0BJ0e1MhGJF4mORpVMwlQjlSpC2NXTxuURkVcPrcpKXzZ+1tiuoqm6uE6/KsqkOrtkKokMg6HPT3RTh/MgCJ3uaOD9yq/LsbqrD6xK5Pr2MgIDfI9kXkYGWerwukdcr0q1TPc32ivL2WBC3w2Bo8Zad91RXjNfGbqVftdZ5CLhdduqYRd4H2hq4NrXC8a5GLlZ6u8880cbfXp8i4vegaRpt8TBDs0ne1N/MZ3/6bUxMTOx68eh2cfPmTRKJxK5CXv7iwgj/9aXr3JxZIScrqLph7647sK/BlJthkJPLrGWLZOUyDoeDZCVj4VhnjNfHzfeytT5IfcjLqZ5mPv6eN+3JMb722mucPHnyjt+v119/nS9/+cv83u/93p487x7i8Yt2BOjt7d3wln03VeV6iKJIPp/nxo0bdsxiLBbbcetiJ+0FyyI8PT19Wx6DrGj86y//LxRV51RvM68Nz1Mf8FAf9BHwuokGPBRKKj3NdUwupe0hlqUusKpPt+i81fetrmwFwV6h4xBuBdQYhoGuGxQrhCs5HZQUM4LQaiX43LfsvMK663W1DtfpAAGzEu5qqiMa9HC2skJmbCFVUxEnogHODc1Wql+D3kSUC6MLeF0iTofA5MqtAZu1RsacritIvlund33Qy8RKDr/n1logj8eDWnkij+Tk5oxJIuVSidao3ybceNjH2aFZTvU045acDM0mmVxM8cNP9fErP/pWcrncnkaK3gl7Ydb5/hM9fP+JHgpymS/+xUVeOD/KSraA5HQwu5rlYFsM3dCpDwcRBWisC+BxucAwKCsKS5kCoqOy586hMzqX5F+/57id+7wX21u2855uFGD+sOORJt3NsFdfgHK5zMLCAslkkv379991XgFsj3Qt1cXExARNTU2cOXPmtlusP700T0PIR3MkwEwyiyQ66E5EeXVojljYy/hiyvTJ9yUYqbipfG7ToitVaWmt6b9PElANAcMwE6SsDFvdMEm0UFJwS85bK9CpSMasKrbqTikrKza5KuvW6VT/TdPhRHcjBuberkPtt2ygyZxMXyLK0FySQ+0xRhdTNW2RQkkh4ncTDXq5Nr3CyZ5mklnztn9kYY2e5jqKJYXZZI503gwTz8pl4mEfN2ZW7Wr2SGecyxUjREt9kERdwK6SR5ey9DXf+iIHJVhSNZZTGSZW8tT5Xfz8O0/w088esz+3R410Lfg8Lj7y7jN85N1nGJ1b5Qt/foGrkysMzSVpi4dxiaDrBg6nQFHRcEtOXB43nX4vffvi1Ac8hLwu3tzfSEASmJycpFAw20DVYTaBQGBXGvXN8KhZgOERJ917daKrqsrExASLi4vE43FEUbT1eXeLrUjXMAyWlpYYHR0lGo1uamz4q9dH+bM3FnAI0JuotyuS14bNKjERDXFtconWhiDJXNH22MsVqZbTIeB1uZDLih0kXtLMVTgWJAf4vG6yhRJ5WcHgVvKX1SM2V4abNt6SqtstCMlZ6eNu0pQK+1ykC2U6YiFEh8C5irj+xsyKfWGwfu5EpUViAE/sq7eHeum8TDzss7cdZKo2TcTDPmIhH68MmrpKzcCMbhSwnVSpnGwqGZZuVchtDcGalsbB9hii0wmkbQ2u6HQwny4S8or86MkWDoYVLly4QDAYxOl0oijKHWVOe4W9JN1qdCfqef5n/gEAhaLCy4MzDM6ucl2V8Xi91IUD1Ae89CWi7N/XUONoWw9N0ygUCrZtd2JiAlVVcbvdtp44GAzi9Xp3dSz/m3QfMuy0AtE0jampKebm5uzb+nw+z/j4+K5fy2akaxkp/H4/x48f39SFs5wu8Dt/+To9cT8dTTGyssLpvgQlRaOrsY54xM/l8UVU3TCDR8YWqQ96cToENN0g4HGRk8s12bXWv1nbHFxOB2VNJ50vmYMww7C1sxYpWgshRYcDn8vMWfC5pRpy3gx9LfXkcnlGlrLMreXsnrKqGRxqr7e1saLTaRMnYIvvu5oiJDNFEvW3eplDc0liIR8+t0hOLrO0zhgBcL5CuACjiyme7EtwbujWRtzq64ToEFhJF5hby3OgrcE2ZAQ9EsWyymd/5u08faADuOUcW1lZoVAocPGi6dbz+Xx2lsK9qPDuFelWw+eVePZoJ88e7eTqVQ9dXV34fL5t/77T6SQYDNaoeawMhWw2a79vxWLRduZVh9ls93ubSqVoaWnZ8fE9SDy2pGuR3HYmoFvFLN6NI22r12MhnU4zPDyMKIobrm1fj0/8/l/z2vAcjSE3f3ttCkXTebKvhcvji3hdJuEUSgqHO+I2ebXHw6yOFnEIUFgXrwi3Ov1WmKIoOuz+rCWvtWrgYklFcgogGHglwdTgOs0hXTIn494kfPyJ1nqG5pI80RZD1wxuzmew0hmOdcXs16ppOl6XyEBLPa8MztrDLDA3NxztjDM0m6RQVskU5Jrn2L+vngsjC+RLCqtZmaaIn4VUntY6L1cml9i/r8EOyDne3VRjMOlqinBuaM5uNxzpvJUqlswUWM0W8UhO8iWF5z/w923ChVsaWUtU39fXZ2tks9ksq6urTE5OoiiKXeFZZFydHbtT3A/SrcZeVfDVGQrVOc6W9jyXy7G8vEwmkyGfz3P58uXbksXWv2eZTOa+DTD3Co806d4p9EZRlC1JV9d15ubmmJyc3DRmca9J14qTVFV12/vW/vi71/mbyxOmebvSl+1uCjO5lKKjMUxnPMJaTqatIYTXLXGmvwWfW2Q1U6Crwc9iRiZfNm//DQRUTUdyOsjKZUSnuW5cEh0USioeyYmha5Q0w1YjBL0S2aKCUIlPFICIz01OLlfJyW5XKsQCLkSHQVPEZ+tbexuDDC+amtnq0BvNMGiu89tKBKmKVPbva0B0OuyB39DcGvGwj6V0gSMdcRZTefJVK9z3NZgJX2v5IrKi2VsXOhvDXJ1cwuOSbHWF9d/mVrO4Jaet+nCJThZSBXxuiYjfza/84zfzloPtG34+1XdUlka2eguHYRiUSqXbsmOdTmcNqWw37vFRJd3NYCWLWd8FKyult7fXfs+Wl5cpFAq2My8QCDA2Nsba2lrNIO1OSWAW9iph7MUXX+Rd73qXrUp6z3vewy//8i8DIAjC9wOfBZzAfzIM49fhESfdrbAVWVpJXBMTE3eMWdwLUwOYt6KZTIZr167R29u77eze5XSBP/rONQZa64mH/Vwem8cjOXE6nCyk0nTEI3zn2jSqbla+L12bwiU6CHsllrMlepojFMqmDtUcblledQGnYbYYssWy3Taobj943KIpB1N0uxVg9XJTlV7q+q++AIS9Ej2JKOdHF1nOJTmQCGN5fIpV5Hh9epkDbQ04BYE3Jpc51dNsRzFenVom4nfT3VTHxdEFWutrL07tsTDtsbA9/LJIGMw8Ck3XyZc0+7GOdMaZWExTVnXKaonGsJ+SqtrDxuVMkYjPZbdIPJKTsqpRF/DwhZ/9h+xv3XzDxp3aWIIg4PF48Hg8NRWeqqrk83my2WxN3KMVbGNVxS6Xq+bxH+XB3XZg3aFu9J5ZVXE2m+WrX/0qZ8+e5cUXX2RgYIC3vvWtLCws3PeEsTe/+c1885vfrHkOQRCcwBeAZ4EZ4DVBEL5hGMb1R5p0t1PpVsMaWI2NjVFXV7etmMXdpHKBqYAYGxsjmUzaxoadfGH+3R99h/MjZqj07GqWbFHhZHeTLfp3S05UXacjHubCiNmn7G7wc2MhWxmeOQl4XeSKZQzA5XRS1jTKqlkBpir9W80w08AAnA7TuZaXzRXiZVXDIzoRHQ403bDX7UBtdoKlXEgVFZYzt1oA0ynZDh6fScl0xYN4RAfpQglVLnBtySTLmZVb2beqbnC8q5FvVZYlTq9m6GmuY2R+DdHpwCU6ePnmrb5vezzMUrpAPOwjK5fZFw2ykDIfN+R1sbiWq1nvni+V7c0VYK5aL5bNKj7gc5EplIkGPHz1w++iMbq16eFuSVAURcLhcE2lZgXbZLNZ1tbWmJ6eplwu14R4a5p2X4n3Tg64vcZWxojqqvi3fuu3eP/738/nP/95BEFgfn6en/qpn7rvCWOb4DQwYhjGGIAgCF8D3gU82qS7FaorXStmcXR0lFAoxLFjx+4YG7dbVCsgOjs76e/v55VXXtnRF+W716b41hvjNNcF6GupZzVTQC0VcToFnuxvIeCRyBRKHO2MY2gqpaCLkM/LfEZGEh0c62rm1aFZHAI0Vvqcql4hGsOsdjUMW8ur6pY7SSfolVA1A0fl72VNN0Ni9FvVrSiYe7osGGD3YieX0xzrbOT18UUyhRIne5oolBSMyhfqSkWNEPa5bUKeTxXoiQdYycrUB9xcrXj8LUT8buqDXqIBDy/fnKU9FmKyEki+sJanPuhF1XSSOZlMJYbQJZpW10yxbLdmnA4BXTcQHAJoZv9a0XTKqk7I66JYMteof+1jdyZc2NvKszrYphrV7Ylyucz58+ftn60e2m13C8nDjJ1sAk6n00SjUcLhMB0dHfc9YQzglVde4ciRIyQSCT7zmc9YPeYW4FYYs1ntPgl/B9oL1TGLhw8f3tEE9m6g6zpTU1PMzMzccdHkVsgWS3ziK98iWyzT2Rjhb69OAjDQHOLc0DzRgAdVN8gUSvQ3+hlcNFsI9eEQqXyK1oYQ16bME+NUXwvnKmoA3QCP6EBWdRRNR3SYagGPSySVL+Fzi2SKCsWSahsp/B4JozJ8KpQ1e9JfTbgne5owDCgp5sqctlgYr1vkVE8z6UKJhWSe5WyBkqIhgG3ZTRdKtpPsiX0NRHwuxpfzpIrm8fQ0hhipLKJMpbPomsZwpSUQ9ruhYjBbSuVxiQ7bnFFSNAJuJ4p+a5W7zy2RLylIlf6w3y1RQsPnluzQHgODlvoQX/q5d9AR354U6X5UndUh3ktLS5w6darmVntxcZHR0VE0TburbRQPE+5EuusTxp5++mngwSSMHT9+nMnJSQKBAC+88ALvfve7GR4eho0daQY84qS71RuiKAozMzOEQqFtqQPuhDt9sdYP5TYyNuwE/+q/vMjMSoaw3818JU+gWtCfqPNzdXqVkEekbIj0JaK01gcplFXeNGDG7fndEg0hL/PJHLGQDwSzRyxXDbAEBGRFQ1Y0XE4BXcd2bfkrJFUsKXYegiUvs4Zs1t+vT60gig4yhTLHOxu5OL7I2GKKkz1NdiiKRa4GZkj4XDJHNOjF6RRoj4VshcHhjrg9eJMkCY/k5GB7nPMj87Q1BFmrVLHXp0zGdYlm5KVu3Pp8JKcD3aiVsZUUFVEQbCdevqQQqsqmsCrp//qRd1MX2P6d0P3usVpYP4CyXouVu7t+G0V1Rez3++9ry2AnuNPgzkoYMwyDt7zlLbz++uv2+3+/E8aq3/vnnnuOn/u5n2NlZQXMyvZWOW3GO87B7XOQRw4bSUguXLjAysoK9fX1HDlyZNeEeydjw8LCAmfPniWfz3Pq1Cm6u7t3RbjfODfI5FKKIx2NHGyLUR/ycrSzkUJJJR50c6A5yMRymsawj8ZoiPGlNGG/h29fneTc4CyFksr5kXlmVzPMrGQZW0zRm4gS8d8iEq9kntSKbhDwmENEt0skV1JQVA2nYJKSRzLJy9LKWqYKzTBPnoPtMU72NFNWdfoSZo9sIZXDWdGcjc2n8HvMxZHFssLprgaOdTQgOhyc6U+QzBY5OzhHPHLrM0rnzX6w6DSTy2KVFTlgOtYsqLpJlKqmo1SC1N2iA9Fh2pALZa0SnG4aQwwDpCppm9clVoweImGfi4NtDbzwyz+yI8KFB0e6G0EQBHw+H/F4nO7ubo4cOcLp06c5ePAg9fX1KIrC1NQUFy5c4LXXXuP69etMT0+ztra24Rqn3cwz7hY7aS9ALQfc74SxhYUF+z169dVX0XXdWin0GtArCEKnIAgu4P3AN+ARr3SrUS3F6u3tRVVVlpeX7/yL24DVqlh/IqyurjI8PEwwGNzS2FCNO31Bp5bTfPIr3yInK5zqTfDyjRlcooOuxghr6RzxgGTuWuuJkirI6LrB2w51kCrInOhuJlSRcj010Iqi6Symcjw10MrNmRUOdzaylMqRLZRRdR2v5EQ3zN6mz+VE0804xbKi2pWtVRQL3C4JO9Gb4LXhOfa31uOWnGiawbGuRgZnVznSEefi2CKyovJkbzPXZ1a5OrVC2CtVNknotNQH7T7rtcllYiEfy5mCKYlrjDC1kuba9CqhqnU3OVmxfyfid6Oqek1Gr9clUSirlCstBb2y0t0hmG0Go3IcXpeIXFYxgGjQwwd/4BTvPtN/x8/vbj7ThwEul4toNFqjmrFcY9lsluXlZcbHx+01OVZ7Yjd64rvFdkm3OlfYwv1OGPv617/OF7/4RURRxOv18rWvfc1qVaiCIPw88JeYkrEvG4ZxDeCRThkDs5E+NDR0W8xiOp1menqagwcP7vo5Ll++THd3t629tJ7T5XLR09Oz7Ur63LlznDhxYtMTSlE1Pv57f83Ucga36KyoDQRml9dYycoE/V6mV7Ik6nzkShqZQomD7TFuTq+i6jqn+xK8OjRnmgz2mVIsl+RkbjVLd1MURVPJFsu2IcGy5YK520rVbjnQJKfpZDM2cPW2R7001IUolFSmVjLkZYUjHY1cnljkaGcjVyeXGNhXj0sUuTm9QqGscrQzbi99PNoR49KEeUE82d3IUqaI6DDbHIupPFolg1fVbhGqS3TaRBoNeMiXFLt0zezmAAAgAElEQVR1YMnZApW2iLfKUiw6zGQy6zgFzO0XOdnUHR9uCfGv3n2ESDh816vR5+fnUVW1Zjhzr2AYBufPn7cJ4148vizL5HI5stksmUyGdDpd0yPeaFnmXmK7KWqpVIof+7Ef46WXXronr2OXeDxTxsCMTEwkErfFLG62EfhuIIqibWwYHh5G13X6+/t3HK23lUtO1XR+9b99l9H5NQJeF+m8jEvQubaYwe0S6WiqZyVbpK8phCA4CPmdHGqPkS2WOdAeoz7oYSVT5Hh3E3JZZWhmheM9zTgFBw1hL9mibNot3RJup5m5kKsOIa+QrlXPKppRkwxmOdT6EvWMLqzhcxe4MZ+lvzmChpmV++YnWknnSxxojzG2kMItOuy1ODenV+hrCiFKLgwE9tUHEQSBa9MraLphp5lZ2yjKqk7E57b1wGZouBOtok5wV227sF6bNQxTVNP8ITqgqOjkZYWAR8LpMKVmvc1R3na4nfe8qd9081UIxtLKGoZRY+UNBoNbLia9n5XuvdbMCoKA1+vF6/USi8UoFouMjIwwMDBQsywzlzPnDPfC8qyq6rYIPZVKPXK5C/AYkO5m8Y7rNwLvBoZhMDw8jKZp9PX1behw2Q426g3ni2W+8u03eOH8CAIwsZwiVyzT3xjg9QXzxD7REuPCqGmKaIr4mFhO0RDykswWWUoXGGiJMrVs6kolUURyOqgP+VlYy1PncxP0uXFULrwa0Bj2MpUs1gzC8mXdJlmL+BxV+bhQSQYzBE71NjM6n6QzHiSdl9F0jbnVDJpmko9cIczVrIxbEvC7HMiKzkJaJlM0lQjWc4Cpoy2r5v+XyypBr6si49KI+NzkS2UyhTIhr2S70lyi09Yom71csxL2ukQEQUBRVcqqQcTvRnQKnOlr4Z9//3EzAGcdNtLKVlt5rbCW6tvuQCCAx+Oxp973k3Tv5+2+NdTaai1QteW5XC7b79Pdtii2a99/FMNu4DEg3c2wF/bdUqnE2NgYy8vLtLS00Nvbu6sT/rb8hUKJ93/6T7gxvUJPUx2zyQzFssYTLXUMzafxSCInepq4ObNKc12AfbEwcytpeprChP1eyppOf2sDb4wv4pFE0vkSsbCPuoAHl+jA5xJxuSR0zUBDr0zzVUTBQHKA0+kABFyCgeR0UlI1VE23ydAiXG8l2vG1kUXb+eWVROSK/AvBrCDzuoKm6gTdTkrlMn6XAwPToCEIBpli2VZGlBTNDuORFY1owIOiaeSKplrCJTlNW7LLdM1puhmobakmspXtvD6XSNAroWmmaUPTDSRRQBAE6nwS733zAX7xB05WjnV72MzKW33bPT8/jyzLNjl4vV7C4fCeZcluBsMw7kuSmQVd1zd9vjtZnrPZLEtLSzu2PO9ka8SjlqULjzHp7sZJpqoq4+PjLC8v09HRgcfjuc2KeTeovhCUFJV/+Xt/Y67XiQUoFIs4BYH9rfWML6VQdZ1j3U28XFkTbvZrTaNDT2OYC6ML9DZHWVHz9LfU43Q6GJtPoukGQ7OrDOwzFQKGYeYaGAaUS2XkYhGX6KSzqc6OR4RbYeXOddUtmNZgr0tEAIplM89W0wwKJQWfS8LAQDBMs4TPJ6GpGpIkUVI182JQKOGVHDgdYOgqfrcTwzDddIYBOVklmTOr2mBlaFZWNVvOJVf6tXplz5vH6cBZWZJp6m3N6lZwOPB5JI60x/iptw5Q5yzT39+/Z4Ha1bfd9vtWWaWkKIqdJSsIQk2ldzd94s3wICrdnbx/W1merfbEnSzP233O/13pPiDs5Qm4PtrxzJkzOBwOe2XPblFd6f6br32HFy6M4BQgUedjLi0TC3tZSOUpljUGWhu4MrGE6HBwvKeJa1PLxMI+euIhZlaztMVC5Etl5pI5jnU1Mb+WZX9bjNnVLL2JeiSHAwMD3TAoFstkcjk0A+ojIVaX12htcFMX8LCWk+0FkHJZtQnXIZgDKofDYU79DQNZ1TDK1Gxf0HSDXCVPwedykC4ottrA5xbJFctEfG4MzKFWvmQGnZdVHb1s4HM5CLqcyKpOqlBCqqyMsSpgi3gLJQV/Za2QaeoQCHpdFGSFkM9NWyzMB95+hO872EYmkzHjMmMxVFW1zxFBEOw/e1WNulwuu8ptamoy35NK/38jgrHiDu+2//moht2IokgkEqkhyc0sz8VikdHR0Zr2xEbHnMlk/nel+6ii2tjQ3NxcE+0I5glTLt8ejbhTWKT7xy+9wR++eAWAo12NXBg11QSN4QBXp5aRnA7SBRlZUQl5XQzNJsnLCj63yKXJZYpljVO9zaTzJb7vUDvD82u01od4dXCWk30JVE2nUFbRNA25WETAIB6NoCOgaBqaDslckZ7mOm5Mr9y2Qh1Ml1q+ZO5PM2VZBkGvRKGkoqg6iWiAQknBIzmp90vIqk5bPIxbklhK52mpDzKXzOEUTFWCWEk1c0sihZKCVxLRMew1QiGfC0nVEQTQNR1NMDXBmWIZr+REVjVKmkZXY4SGiI8DrTHefKCNNw202Cvky+UyQ0NDFAoF9u/fTzAYRNf1yqqhW/8L2Be/vSDi9T1dp9O5ZabC+sjH6oGd1SfeDI8q6W6EzSzPZ8+epa6uriareL3l2eVykUqlau46HhU88qS71QnqcDi2PGkMw2BxcZGxsTEaGho2TRvbq51rhmFw7o1B/v03rxMLeelqirKUzvPEvgYS0SCZYpkn+1sIelwsZwqEvG7iYR8XRuYRHQLdTVEy+SJ+ycH4YprOxgiXxxc52B4jlS9xqKMRp8NcXJUp5pFLCm6vB8EhkiqUKasasbCfWNBNsqgxMbpAZ1OEmZUMpbKGIMA/elMfbz/Sjeh0IDodlYm/k7DfTXNdgEClii0UCgwPD2MYBr29vZvK5gzD4IXzI/zh317l0tgCBbmM3+uqtCfM99QhQKZQrvSHzQ1AfrdIPOwxFx521rO/0U9zwIGuafaXLxj0Yegaui4wMzPD7OxszVZo6xywPkML1QRs/YG7J+LtDNKqCcaqiK3+pxXqvbCwYPeJq4m4uk/8OJHuRrB61vX19ZbJwH4d1ZbnT37ykwwODtLc3Mzc3BzHjh3jqaeeeihiHaenp2lra/s20ISpwPxtwzA+az3/I6/T1XV9U5XChQsXOHjwIG63u+bfDcOwMxlCoRDd3d23/Uw11tbWmJ+f54knnrir12j1iGdnZ/nMt6a4OpvCIUBb3Fxf7XWJBCpE2xDyUiipFEoK7bEQs6s5VF23d3sNtERJZQv07ouxnDYrgPGFJIc64qiaQUmWURWFoN+L3+9D181Am+mVDF1Ndbxyc4bumB8NJ163yOWJZYIekdb6MP/xZ95O/xYRhmDaq8fHx0mlUtteP2/BMAx+968v8/Xv3WByKW3HSMZCXlTd4EhHnMMdceoCXn7i+w5tSGSGYVAoFMhkMnbVWCgU8Hg8xONxwuHwtirG9disIq6Gw+G4jczB9P8HAoE9q7oURbGJOJvN2n1iv9+PKIrIssz+/fvvS7jN9PQ0TqfTtsPea6iqyuXLlzlx4sQdf/Zf/It/wZNPPonP52NiYoLl5WWi0agdv7i2trZhrOPJkydrYh0vXLhAXV0dp0+f5rOf/awd6/iLv/iLvOMd7+DjH//4ho/74osv8pnPfOa2WMf5+XkSicQJwzAuCoIQBC4A7zYM4zo8BpXuVrBkY9WEmkqlGB4exu12bzsA526VEFb4jZVqtGoEWMjIeCQnhzoa7d1mhzsaOTdkBtK0xcJ2kHbA60bVM3TEw8iKylsO7GNiKQ0C3JhaYV8shCQ66W2O4tB11GIBt8tFKOBDrZDt5fFFTvUmaAh6GZlL8tT+Vi6PzuNwCKzOl4gGPPybH30L7zjZe8djmZ2dZWZmhvb29rtScgiCwE8/e5SffvYoiqrxnWtTPNnfgt+z/d6mRT5gWjADgQBHjx4FIJvNks1mmZ2dRZZlXC6X3UMNhUJbroHZrCIG7CjF9e0JK/JwI4LeDSRJ2tA9ls/nWVhYoFgscunSpZo+sVUV7/VqIE3T7slCya2eb7sXk0wmw8GDB22C7u/vfyhiHZubmzEM4yKAYRhZQRBuYKaOPR6ku9UXv5oss9mslf7DwMBAze6mO2GnQeZWSPr4+Li9kcJA4LNf+BtWsuZixMmlFPGwj30NIXJymWNdTYT9buSSyum+BF6XSF5WeHp/K1PLGeaTeeSySizoIVcwSMk6y+kCQY+EopRQyyKBgB+Py4XTIbCaLVIsqRzvbuLy+CJ9FX3qhZF5O1vXIzr45A8d4XRnFEVRNmytVMdixmIxTp06tScVliQ6eduRzh3/XnWl3dfXVzOY8Xq9NQEn5XLZroitzQPVu7tCodCWwS/Wv1f/d4tgrYo4lUqxsrJCNBq177juxcDOCrcpl8uIokhXV5dd9VuDqKmpqdtWA91N1V+NrSRj9wI7jXWsbh88RLGONgRB6ACOAeesf3vkSXcrSJJELpdjamoKWZbp7e29K2PDTirdlZUVhoeHiUQiNVt9v/QXF5haMdfU9LfU21VuYyTAtallHAK0xyOML5rGB1UzkMsKB9pjJKJByqrG4MwKDiGILCt0N9Uzu5zE4xSpD0VwOp0ICAgOuDgyzxNtcbKFkrm4sqmOKxOLHO9u4o2JRTNEJuzjN//ps8QDTlZWVmzZk8/nIxQKEQwGcTgcTExM4HK5OHr06D3PIN4K1nr6qakp2tratlVpu1wuGhoaaqRL1q17NptlcnKSXC5nS7ys47Y2/G4Ei0RVVWV4eJhSqcSRI0fwer2bDuysingviLi6p2tV/dX99PU62eo+cbU0a7spY/e7p7uTWMfJyUne+c534nQ6H7ZYR+v3A8CfAB8yDMNeP/3Ik+5mb0ypVCKZTLKwsMD+/ftpaGi466v9dki3Oo/hyJEjNW2LxVSOb78xQV+iDoehMbmUQnI6eKItxuXKTrBTvS2cG5pFAPpbGtB0DU0zOD8yz7HuJsqqyoneZm5MrxBxO5hYWCEeMW8nBYdpQphbzRAL+znQFkdWFJK5opm6JToZSNTz0rVpPKKD/pZ6vvbx99i39dZV3KqckskkQ0NDlEolXC4XDoeD2dlZO0Zwq/73vUAqlWJoaMi+kO2m0t7s1t0iqbm5OVviZQ3sLDKWJAnDMJiZmWFmZoauri7i8fhtygULdxrYwa0+8XaJ+E6DtM10stbm4mw2y/T0NPl83ibtrULQHwTpbifWEeCZZ57h1VdftV/zwxLrWOEaCZNw/9AwjP+v+jU88qQLtVcqRVHspnowGCSRSOx6wLGV0cKa4iuKsmkew6/+t+9ythIi3lbvZyldwC05WcvJNEb8tNQHmVpJE/K5eaK1gZdvTPPUQCtlQ+UtB9u4MLLAE20N3JhaoiXsJl0o07evCYcgIFSm/fNJs2KTKwlbLtFJV1Mdb4wvEvRILKULlf7tM7zjZM+Gx6LrOouLiywtLdHT02O/b7Is28En09PTlEolPB5PDSHt5hZ2M8iyzPDwMKqqcuDAgV1HdG6GzSRe1rR8eXmZ0dFRSqUSiqIQCATo6uoiEoncUT1jPX7141ZXxNb/t4jYmt5vNLCzfv9u3ueNbLybhaBXGxbK5fJ9Jd2d9HTXtz6s+MVPfOITW8Y6fvKTn2RtzTQG/dVf/RWf+tSniEajdqzjk08+yVe+8hV+4Rd+YcvHXVhYoLGxEUEQamIdK1zxn4EbhmE8v/41PBakC7XGhra2Ns6cOWNvXb0XKJVKjI6Okk6n6e3trakqqnF2cIZvnBsC4HhXnItjlaStribODc7ic4ksi07mkznO9Leg6wbfd6id716f5lhXE9MrGQ60RphaWKUp7GM+K9PgE1FVDQOB1VwBv8tFJOBBdDq4OrnE4fY4r48vsK8+RDToYSGZ5+3HuvjVH3+GsN9722u0MoEnJiZoaWnh9OnTNV92y4nV2Nho/3ypVLL7pdbgytKcWkR8t7GAmqbZF86enp5N39t7CYfDYbcaSqUSw8PDOJ1O2tvb7SWjVkC42+22jzkUCm15AdrNwM6SQO51n3h9CHp1nzidTnPlypXbtlHcq8jH7fZ0NyqCHpZYx+9+97sAPwFcEQThUuXlfdIwjBfgMZCMgSnZGR8fJ5FI0NbWZp/Qy8vLrK2t0dfXt+vn+N73vsdTTz1Vs/usq6uLpqamTU8+VdP54G//BSuZYiVuxiCVydLYEKWkqBgGlfU4ZbySyNmhWQZa6wGBhpCXa5NL+ERIFhSeaIuh6uZOsdTaGpFIHbKiMrVsbgQemlulv6UeRdO5OrlERyzEtelVWqJBfvvnn9tUCra2tsbw8DDhcJiurq4t07TuhGoizmQyFIvFHSkIqheHtrS00Nra+kC3G+i6zvT0NPPz83R3d2/YoqrW2lrHXiwWkSSp5gLk9/t3TFJWS8IiYUVRGB4epqGhgVgsdk8Gdutx6dIl9u/fD9xSh+RyOYrFot0ntsh4L7ZRTE1N4XK5bC3zZtB1nWeeeYZLly5t+XMPEI9vtCOY+6M2MjbsZbyjYRhMTk4yPT297d1nX/nWG/zP8yMAHO9u4uLoAmGPyEJ2kVRe5mRPgm9fmaQjHiYe8fPUQCtvTCwR9Egsr6VpCnnRHSKGs8z4UoaBlihlVSVXUlmYXams6Akxt5alu6mOK5OLRIM+FE3j+swq//wfHuNj/8dTG762anPDXt26u91uYrHYbdkEFiFVKwiqK0Ofz0c+n2dwcBC/38+JEyfuq0xpIySTSZvgTp06tektdnUPdaPjrlZOVFfPoVCIQCCw5TlkVbfVF6PW1lZLknRPB3YWrNt9p9OJ2+3esE+cy+XsPjFwW+7ETnrwqqri9d5+N7YeuVxuRwqkhwmPBenGYrENtZJ7Ee9oudYKhQKyLG9799nCWo7f+B9nATjV18zo3BqJaICoW0BzuuhujuASBZ7sa2FiKcXo/BqJugBtUQ+pfJmSBsmiRtDrZF9DGNEpAAKaqpIva/Tta+T80CxHupqo83tI5WXyskoqn2KgJcrn//k76Gy6PQxkN+aGu4HL5brNXWQpCDKZDKOjo6ytrWEYBvX19YRCIXun14Oocq0+sqZpHD58eFsEsBE2Om5VVW0inp6etjNpq+VdwWCw5vwqFovcvHkTl8u16cXoTlZn2PnArvqxN/udrfrEuVxu0z6xtSxzI+wk1nGnedYPCx4L0t3stm238Y7WOp5QKEQkEqGjo2Pb/aZ/+0cv4fdINEcDXBlfRlZUzvS1cHZoFo/kpLEuwEIyy6m+FjobwywmM9ycWaGrMUw0HKTFLTI8lyTid+MQzKSvkblVDrXHkRwCeblMf2sDmXyJscUU+ZKCzyXyT//BMT7yj87c9pp0XbetsndrbtgrSJJEJBKx3Vb79+8nGo3a03VLymVFB1pV8V6mda2HZWRZWFi4Z31kURQ3zKTN5XJkMhkWFhbskHyfz4eqqhSLRfr6+rYcBt+LgV01dnKebNUnzuVyNcE21a0nq0/8uMc6wmNCuptBkqS7qnSz2SxDQ0M4nU4OHTqE3+/n0qVLqKq6LbnUF//8Av/ztRG8LhGX6ERWVA60xXh1eA6/y8HpgX1kCyXq/B5evj7NQFOAgMfFyd4wr48t8ESbh+nlDAfb4xRkBVXXwTB4Yl+c2dUMGgKFXBYdB+MrOWRF5+mBFr7ws99P0FerpV1vbjh9+vR9nUZvhJWVFUZGRojH4zWvZ6OqyaoMZ2ZmairD7Whqtwvr4trY2HjbEPFew+Fw3EZSq6ur3Lx5k2AwSENDA5OTk4yMjOD1emv6xFutVt9qYLe+Vwy1uRMbmUJ2g2o9cfUw1mrBWFVxsVikVCphGAaRSGTLPvGjujUCHhPS3erE24lFs1gs2oL33t7emg91u1Xzq0OzvHhlgmNdTQS9LhZSOQ60NZArlvG5JVojLr79xgRP9jaSL+Y53tnA6xOrnOoNsZotcmaglbGFFK0NIYollXShhN8tUVJUPC6dgNdNU12QV4dm8HtcyIrO398f5wNnGhm6ca2mV2oJ+D0ezwM3NwDk83mGhoYQRXFbr8fpdN4WB7iZpnY9EW+nWioWiwwNmcoSy+DwIGGlpKmqyvHjx2tej7VaPZvN1kj3LMWI9ZlvpSrYjEyrSdgwDJuAS6USuq7b8Zh7ObATBAG3231bn/jixYvEYjFkWa7pE1frib1e7yObpQuPCeluhu3eFpXLZcbGxlhbW7NvLdf/7nZIdyVT4Od/6y9YSuc50dPMS9emEIADbTGmltM89UQrq6trHGkJc254kVM9zZQ1jWcOtXN5fJGuxggXRuY53BEnJ5cJeNzUBT0IBkwup3liXwOTy2lW0gUCHjeyqvHJ9z7Nzzx71D6OTCZjKxIURcHv99sxeHf6Ut4rbGXd3Sm20tRmMhkWFxftW/SNzA3Wz09OTrK4uEhvb29N3/VBwDAMZmdnmZ6epru7e0NRv7Va3efz2dUi1CpGrNmDKIo1F6A7qQqsgV3161lcXGR8fJz29nYEQbjnAzsLltZ1vfW6WjP9/PPP8/LLL9s27qNHj3Ly5El+/Md//IEnjFkQBMEJnAdmDcP4gerX8FhIxjRN25QQLanXZr83OTnJ/Pw8HR0dJBKJTQnJklVt9IUAc9X3L/3BtxieSyKJTgRANwz8bonVrLnt9uLYAm11HqKRMOGAl7ODM3Q31rGWl+lojJDKyeiGgUdykpcVQj4Xy+kCifogokNgZH4Np0MgmZV515l+/t/3v9nOkq0+nqWlJbq6uojFYram1PpiFgoFXC5XTUV8r4i4mkza2tq2fH/3Gtb+rmoJm+WuKhQKNDQ00N3d/cCr/2w2y82bN23J3l7kWlQPKrPZLPl8ftv9cVmWuXnzJqIo0tfXVzO420kS290S8auvvsrp06fv+HNf+MIXbEPSpUuXKJfLNDQ0PPCEMQuCIHwEOAmE1pPuY1HpbvVFtq7S66+cVmh5IpG4LbR8I9yp0v3in5/nqy9dwy05aY4GmVhMsb/VzFhIRLyEPE5OdjfyxuQyiEVKqsapnmamV7LmVtzJJVqiISSng4DHhVsSmV5J09VYx/XpZdpjZnXYEPLxJ//yvTSEbtmMrYCdycnJ28wNG+UPWBWxVRneCyK2qu26uro9C8nZCdbv77JUAACdnZ3IsszVq1dRFAWv11tz7PfD5qyqKqOjo2Sz2R0HMN0Jm1md1/fHDcOoUU6k0+ktq/97PbDbCXK5HIcPH+Z973sf73vf+x6ahDHAshO/E/hV4MPr//tjQbpbwSJLl8tl6x1HR0e3DC3f6nE2woWReb74wnkaQl6e2BdjLpnlUHsMSdBpq/OQLesUFYOegEhfPMhqUWc+macgq9QF3YhOJ9PLOiVFJREM8NrIHKd7W2iuC5AtlnBLIuOLa/zhR959m8mh2txw8uTJbR3PvSRiqy+u6/o9te5uF5a7bWVlhd7e3tskctW90lQqVWNzXk/Ee1GlV2tu29ra6Ovruy/V/0b9ceu2fWlpiStXriAIApIkMTs7SyaTsY99K830bgZ2u2lPrO/pPkwJYx/60IcAPg5seCV9LEh3O/GO1hDH7/dz/PjxHd9WWuHR65EulPjQ7/wlOVmhL1HPS9emcIkOYgEXyXyZ0/2tFEoKazmZS+MLtEW9NNcFMBC4MbOMS3IyubTCk/0tLKXyZIoljnY2MbWSRnI6yRRK7N/XwL//ybdRX1XdWuYGYE/IbbdEXE1uPT09D0WfdHl5mbGxMRKJBKdOndrwy71Rr9Ta/GvdolfbnLdr990IhUKBmzdv4na7HwoDiNW7XVtb4/jx4wSDwZqQ+GQyWbNWvbpPvB2r80YDuzvpiTe6M7VQnTA2Pz/PCy+8gNfrfagSxr75zW8Sj8cxDOOCIAhv3eh3HwvSvROuXLmCJEkcOHCgZl30TrDZyp5P/v7fML2SIRENMDi7QtjjpK85QlETiEWdvHR1ir93oI2GoIO6gJfzw3Mc9njJlzWe7GthYS3H4Y44gzMrJOpN2ZCuG/hcEmG/h9/4P59loLXWBTQ2NmZnPtxNVOV2sV0ituQ/DQ0ND0V1WygUGBwcRJIkjh07tuN2QfXm3+oevjW0ymQyzM/P19icLULayOas67qdJdHX13dPP7PtwkqSSyQSnDx5smZ5pyXvqk6f2+gitJ1jr8ZW7QnLlBIOh9E0bcOKuDph7Cd+4if4D//hP9Dba4bvPywJYy+//DLf+MY3+OIXvzgBeICQIAj/xTCMH7d+/rEYpIH5haiGLMuMjIywvLxMZ2cnHR0du3r8ZDLJ4uKi7UMH+NpL1/jad65SKqso5RKruTI9iSgXRhd4y8F2iiUV0SHw8s0Zzgy0UCypSIbKyFKOruY6Lo4u0B4P0RwJohs6ToeDicU1DnXE+cHTfTxXtc1hvbmhubn5gZkbLGQyGYaGhuwYQSso5X4O66qhaRrj4+Mkk8ldqyS2i+qgdCtvwtpxFgqFbNNFc3MzbW1tDzRLAsyL9tDQEOVymYGBgV3J5KqP3frcdxISD7VKCUu5sZ2B3Tvf+U6+8Y1v2KaRj33sY9TX19sDr2Qyyac//ema30kmk5w4cYKLFy8CZrV64cIFotEop06d4nOf+xxPPvkkzz33HL/wC7/Ac889t+njrk8Y++Ef/mEmJyerz3GhUul+9LFUL8At0rUqwdXVVXp6euzeVLXM5m6QyWSYnJzk0KFDALxyc4Z/8vx/R9F0+hsDZMoGvYl6CiUFtyTy8o1pzvS3oOk6QY+bl29O09/SwJWJRRoCLhL1QdwuiYVUgea6AOm8TFM0QFPEz8+94yQtDeaVtPo2OR6P097e/sDNDeVymZGREdsttdEQqLoivtdEvD6boLW19YFekBRFYXV1lYmJCXvTw0YBOPeTgKvJrbOz0yaMvUZ1SLxlfBAEocbmbBlaSqUSN27cQJIk+vr6tpxHWMQry9FVf5EAACAASURBVDLPP/88X/nKV7h+/bpdca6urvK+973PDrn/4z/+Y6LRaE3CGMCXv/xlfu3Xfg2AX/qlX+IDH/gAYCaRVSeMfe5zn0MQhE0f9/Of/3xNwtjzzz+/XiX1+JNusVhkcnKSubk52tvbSSQSOBwOJicncTqdNY3yu4F1y3rs2DH+9so4v/GnL1OUSwQDfq5NJznYHuP8yDxHOuN4JAm35OTl6zP0tkSZXEzR1Rgh6HOzmilQVlUmlrMcagkjGDopWaWtIcjRriZ+9rlTeCv95kwmY5sbHgZ5U3XqVmdn520B3nfCvSBiKyjH7XbT29v7UPRJrZDz6kxiVVVrqkLL5ryTAJy7haXcsN6j3STJ3Q2qDS2ZTIZcLkepVEJVVRobG2lqaqrRUW+GS5cu8cEPfpAf+qEf4hOf+MR9P44dYtOT+LEh3bNnzxIOh2+rBOfm5iiXy7tuL5TLZS5dusTLk3m+fnYYzRDo3xcjLysEveYmX8npYHA2SUPQS8DrIuJ3ky2WGZ5L0tEY4ebMKqf7Eiyl8nTEwwzPJ9nf2oDP5eT9Z7qJekyiLZVKaJqGIAh0dHTQ2Nj4wE8wK8i7sbGxJj5zt7hbIrY2LK+trdHf3/9Q+PAzmQyDg4NEIhG6urru+B5ZMi7r2C2b83oivtv3uvoi2dfXd8/DjbaDYrHIjRs38Hg8JBIJuyWVyWRQVdVetFk9sCuVSnz605/mxRdf5Etf+hKHDx9+0IexHTz+pFsulzecQi4tLdlDp7uFYRgMjU/xsd/9G96YyxENeGmM+Lkxs8Lp3gSTyyla6kN4XCKKqrGUKjC5nOZwR5w3JpZ4aqAFWdEIed1cn14m7HPTGPFTF/Dy7LEu3lnZ5GApAJaWlmhtbUUURZuQNE3D7/fbPv3tWl13C0v1IUkSPT0996XavhMRl0olZmdnaWtro6Wl5YH3tlVVZWRkhFwux8DAwF0Pa+FWVVhdFVt6Wuuz305cYjab5caNG0SjUTo7Ox94S8q6A5idnd30AmDJ96xjP3fuHJ/61Kcol8v09fXxsz/7s7z1rW/ddavwPuHxJ11FUTZsuG80ANsJUqkUf/XK6/zmi2MUZIW+tkbS+RKCANGgl4ujC0QDHpI5mUyhxLGuJoZmVzje3YysqDgEgfMj80SDXnRdp60hTCzso7spwv/13En8Htdt5oaNwrsNw7CtrtZJqWlazZdxL8JfLFi98Uwmc1sOxYNAuVxmcXGRyclJW3C/XsJ1vy3O6+2y92q4WZ1EZhGxZXOulnFJkoSmaYyNjZFKpdi/f/+uLgB7hUKhwI0bNwgEAvT09GzrHC2VSvz6r/863/nOd/iVX/kVZFnm4sWLPP3007z97W+/D69613j8SVdV1Q3XpGezWcbHx3d8S1IoFBgaGmJoIc2fXF5CUQ1UOY/k9SMrGvVBDwtreYJeCb/Hjayo+FwiY4spXKKTqeUMwUqLIRLwIDkcSJKTlroAH3j2KD3N5pU+mUwyMjJyV5sbqjMHrC/k+qrI2uq7XVRbdx8WlYTl3spkMjV76O7nsG49LM2tx+Ohp6fnvveSq/MIrOO3drjV1dXR2tp6R2PDvYZhGExNTTE/P8/AwMC2L9wXLlzgQx/6EO9973v56Ec/et/djHuEv7uka/WQjh8/vq3HKZfLjI6OkkqlEIIx/tmX/oZMocTJnmYujMxjAGf6Wzg7OIvkdNDRGGF4LsmJ7iYujC7QGPHRGY8gOp2sZAsUSyqJ+gD1lVbCD5wy2xz5fJ7h4WEEQaC3t7dme/BuUF0VWV9GwCahrQY21dbdzs7OB36yV+9u2252w70mYl3XGR8fZ2Vlhf7+/gd+BwC16WRtbW01ITiKoth9Uuvzvx9EnMvluHHjhn0ubae6lWWZT33qU7zyyit86Utfsh1ejyj+7pKuqqpcvHjxjiEa1YstOzs78YejfOx3/5rVbBGvJCIrKsm1NIl4PXNrZpxgRzxCvlTG75ZYTOVxSU4W1nJEAz67nTA8n+T9bz7AP/uHx/B7XPfV3FB9bFZFZE2Pq3NcXS4Xs7OzGIZBX1/fnl0AdoNsNsvg4CCBQIDu7u5dDRL3ioit3N2mpqaHQnNb3ZbaLJ1sfZ80k8nUOMy2k827E1gJbsvLywwMDGx7u8Nrr73Ghz/8YX7kR36ED3/4ww/8gr8HePxJd7OkMcMweOWVVzZNGrNO3PHxcZqbm231w4d+5y/572cHCXgkAl4XC2t5uhp8TKdkFFXndF+CV4fmONoZx8BcGLmSKZrr0NdytMVCvOVAG+8+009nY6TG3NDR0bHlQsv7AVVVSafTTE5Okk6nkSTJ7pFaf+7kMLoXUBSF0dFRcrkc/f3992wP1k6IuFQqMTQ0hK7r9Pf3P3DpHtxqb3i9Xnp6enZ0UbIcYNVEXL3V2HoPdmpztoZ3DQ0NdHR0bOuiVCwW+bVf+zVee+01vvSlL9317OUhxN9d0oXN4x2tyiUcDtPd3W3fdv3Bt9/g9//6Mh63SH3QS6Gk4nOLrCRT+Hw+XJKTvKwS9Lp45eYs+9saCHtdHOqIc7q3hcOdcSJ+84v5MJob1q9ctwZ31ZGAmUymJpvV+nMvYyDn5uaYmpp6YBeljYjYCvFubm6mtbX1geQRV8NyuC0uLu5pe2P9VuNMJmNbfe90R6Drup1HvZPh3blz5/joRz/Kj/7oj/LBD37wcahuq/H4k661onojrCfdXC7H4OAgDoeDvr6+mqyA3/nLi/zqf/sudX4PdUEPYwspjnc38cb4Ek4HtEQ8LGXL9DaF6G6q462Hu3jmcCc+9+2VRrW5oaen575EBt4JlnU3EAjQ1dV1x/5e9TZfi4itL6L1Z6cV0UavaXBwkFAoRHd390Px5Uun0wwODhIOh6mrq7PF/Q/K4lz9mnZSSe4W69fLFwqFGnedIAhMTEzsqOVSLBb5d/9/e2ceFdV5/vHvBQYBwREEjIKyD4sba6LJMaV6GipNTBfXthITNcYTq02sezVk1cYlpycmGgyJaayozWp/IlmMGJvKsKhVtplBRBAlyDYw4yzMzPv7g7zXOzDAhWEW8X7O8RyQq/cdYJ77vM/7fL/Pa6/hwoULyMrKQnR0tM1fhwMQgu6MGTNY+apKpbJoPHK9sQ0npHL4eI1AgNgL7q6uGOUpgreHCD6eIyAeOQLeniOg0+mgVCrZQKTT6VhPVrFYDHd3d1y/fh06na5Xmay90el0qKqqglartXpNXOMXmhF1L03w2YJz5cTR0dFO0d5EyxtqtbrXNdm7a4LrvRsbG+twQyG9Xg+lUomamhqo1Wq4u7ubBWJamrIUgM+fP4/169djyZIlWLNmjcN3fTZk+Add6nRlCalUCl9fXzQ1NSE8PLxf3TnXjJkQwroc9XW9RqNBW1sbaxBN34RisZj9RXTELxh3yi2dJjHUWRndmnIDMfWk5b5+mlVz29Js6QMw0NdASy6DaZXrLRBzA9FgAvHt27dRVVWFCRMmOIUQBOjqcpHJZGxpimEYM8+F9vZ2dlqFj48PSktL4e/vj9zcXJSVlSErKwsSicTRL8PW3J9Bl6pgZDIZQkNDER4e3u/2hw7m4xNsuf+GniIHBwezbw7aQ6tUKnv00IrFYptp7ema6BTgoZbu8r0/Payhf/R6PUQiEe7cuYPRo0cjKirK4cMggbv+DR4eHkPqTWBNINbpdJDJZACA6OhopyhNUeXdnTt3EBsb2+/PzmAwoKOjA2+99Ra+/vprtLW1Ydy4cUhISMC7777r8O4PG3N/BV0acKqqquDn5weNRoOIiIg+t9Q0s6WqNr4Bl4obRo8ejbCwsH6dkrj10Y6ODrPWLWqFZ202o1KpIJfL4e7ubjfpbn/QXlKNRoPAwEA2M6bDM7nfA3vVdKnsurm52e5WkL0FYh8fH7S2tqKurs7MMMfRNDc3Qy6XD2jWnVqtxssvv4zy8nJkZWUhMjLSzDhqmDP8gy5wt9bIdZ3y9PRERUUFHnjgAYs9sYMNtkMlbqDZAK0Rd+8YEIvFvA+quNJdiUTiFCYwJpMJ9fX1uHHjBsLDw3s4k3EnFfTmM2GL0gztXBk3bhwmTJjg0KyLBuLm5mbcunULQNfIcW5pxlFdE52dnVAoFNDpdIiNjeX1ACeE4D//+Q82btyI5cuXY9WqVTbZZT3zzDPspIbS0lKL61i7di1yc3Ph5eWFQ4cO8RZJDQHDP+gSQlBSUgKtVmsmFQUsT/IdbLCl49qpJ4EtxA3cbIgaY48YMcLsTcjdbjqjdBfo8q2Qy+UDNl2xJG82mUw9VHWDeSNrtVrI5XIQQpym55Y7WSImJgZisdhmNeKBQOvJA2nhU6lUeOmllyCXy5GVlYWIiAibre/777+Ht7c3MjIyLAbd3NxcvP3228jNzYVUKsXatWshlUpttp5uDP+gC3RlL5a25zU1NXB3d8f48eMHfEhGoTZ5N2/edEgfKbc+qlQqodfr4eXlBZFIhNbWVnakuDO0W+l0OigUCnZE9lAo3KyRNwNdDyb684uMjDQbQeRI2traIJPJ2B7uvjJuewVivV4PmUzGPpj41JMJITh37hw2bdqEZ599Fs8995xddg81NTV4/PHHLQbdlStXIjU1FYsXLwYAdmIwHUNkY3r9ITj+HTqE0PEo3XFzc0NnZ2ePQzI+vxRcccPYsWPx4IMPOqQLwcPDAx4eHmy2ThVJWq0WYrEY7e3tKC4uNtuWDqXrGB+4/q0RERFDWo/k1r4pXBvEuro6sykF3Bo5lRTTsSzO0KZED6XUajWmTJnC68E0kOGhgw3EP/74I6qrq9kuHz50dHRg+/btqK6uxhdffGG1d/VQ0dv0XzsF3V4ZVkG3N6gvrV6vh4uLC+/slgoJvLy8BjXg0BbQOWB0HBF36i53W37z5k2oVCoQQtg3oFgsttmYmJaWFigUCvj7+9stsLm6ukIsFpvVrrk+E3ReGiEE/v7+8PLygkajGZLDSmtobGzE1atXERISgujoaKvWMlSBWKfTobKyEq6urkhOTubVwUEIwdmzZ7F582asWrUK+/fvd6qOhMFM+bUHwzro0jKCj48PGhsbUVJSAoZhzA6pLPkL0KGWer3epvr/gcDtIw0ODrY4Upw7/iUoKAjA3WyQ+iyoVCp2eCDNiK3xWKBTXI1GI6ZOnerwFjAaiDUaDStw8Pf3ZwNxdXU1O0DR3j4TWq2WVULacgT7QAOxyWRCc3MzoqKiLJrmWKKjowN//etfUVtbixMnTiAkJMQmr8UagoODUVdXx37OnfLrSIZVTZc6jfV1SGY0Gtm6KG3ipkIGb29vKJVKtLW1ISIiAv7+/k7xZFQqlZDL5fDx8bHacQu4O6+Lfh8GI+3lii6cqUaqVqtRWVkJLy+vPo1gOjs7zQ4rbSFvpnCnJjjT96q9vR0VFRUAugJ197HqljJiQgjy8/OxZcsWrF69GsuWLXNodttXTffkyZPYt28fe5C2Zs0aFBYW2mtp98dBWmdnJwwGw4APyXQ6Ha5du4aGhga4u7uDYRh4eXmZKcoccUDFle7aWiZLpZ1caS/X/o/Km4G77VZjx47t9/DHXnDHrw92ZlpvXSPcQDxQC0SVSoXKykrWV8IZ6sm02+XGjRuIiooyK1H1dlhXVFQEk8mEoqIiKJVKZGVlYeLEiQ58FcDixYuRn5+PpqYmjB07Fi+//DJrBfDcc8+BEILVq1cjLy8PXl5e+PDDD5GcnGyv5d0fQXf9+vXw9vZGcnIykpKS4OPj0+8bhIobfH19ERoaCpFIxMp6uUGIjsbhHlLZKtjYQ7rbH5YUZXSCq0gkQmhoKAICApyiW4IKYcaPH29x1JE1aLXaHs5b3IdR9/Y9CjU7b25uHpCvrK3RaDQoLy8f8OicgwcP4vPPP4dOp4PJZIKfnx+OHz/uNFm7E3J/BF2ZTIaCggJIpVJcuHABer0ekydPRlJSElJSUjBp0iR2u9na2oqamhq4urrykqNyW5aUSiV7Us7Nhq2tC3aX7jpLFkmNqRsaGjBx4kQwDMMGIZPJ1EPabK9sjtZIGYaBRCKxS88t12eCPpT1ej1reEQ7aKqrq51CeMFdN22ZG8joHKVSiS1btqCxsREHDhxguwFu374NPz8/p8jcnZT7I+h2R6vV4tKlSygoKEBRURHKysogEolYw+5du3YhJiZm0G8KS7VRuh2lgZhvx4MzSneBu1lkb9Z9ffXP0u/BUHdMcFvTum+PHQHdGbW2tqK2tpZ1XaOqOrFYzA6OdARqtRoVFRXsHD4+gZIQgm+++Qbbt2/Hiy++iIyMDJs9PPLy8rB27VoYjUYsX74cmzZtMvt6bW0tnnrqKbS1tcFoNGLnzp1IT0+3yVqGkPsz6Hbn008/RWZmJtLT0+Hh4YHi4mLWpCYlJQVJSUlITk6Gr6/voDNWru0jV8TAVZNxt+TUSrCjo8NppLtA1zZUJpOxO4GBPAS4bVtKpRJqtdqsW0AsFg+6iZ96yo4ZMwahoaFOkWkRQtDY2Ijq6mpWOAOgX3mzj4+PTcszXMNzqnTjQ1tbGzZv3oyWlhYcOHCA7YSxBUajERKJBN988w37PszJyUFcXBx7zbPPPouEhASsWrUK5eXlSE9PR01Njc3WNETcH+KI/pg+fToKCwvNSglUgimVSpGfn4/du3ezvqU0CE+bNo130BkxYgQCAwPZ1huut0BjYyOqqqrYNjbaSREeHm51v+ZQQU1gmpqaEBUVBT8/vwH/H66urhg9erTZFpbbLdDY2Mge0HAfRn19j6kHgFarxaRJkxzuKUvRarWorKyESCTq0QY2cuRIjBw5km3GJ4SwfdQ//vgjFAqFWXlmKAUtdHTOmDFjLLYXWoIQgq+++gqZmZn4y1/+gj/+8Y82L40UFhYiMjIS4eHhAIBFixbhyy+/NAu6tJwFdD10naHtyxruq0yXL52dnbhy5QqkUimkUikuX74MNzc3JCYmIjExEcnJyYiKihr0m6OpqQlyuRweHh4QiURDmgkOFq7yzhYHUpboXhvlmsHT74Obmxtrm+kMs+Uo3BqpRCIZ1MMJuCtood8DKmjpHoj5/iy4B3ixsbG8e8xbW1uxadMmtLe3Y//+/XYLbJ988gny8vLw/vvvAwA+/vhjSKVS7Nu3j73m1q1beOyxx9Da2gq1Wo1vv/0WSUlJdlmfFQiZ7kAQiURsgF21ahUIIejo6EBxcTGkUileffVVVFVVITAwkM2Gk5OT+zXj1mg0kMvlAID4+Hgz6Sc1gVYqlWwmyDW54bZsDTXUbk8kEtlVeTdixAgEBASwcmHaMaFUKtHS0sJOcKC+GR4eHjAajQ7vmOjo6EBlZSVGjx5ttfqOK2ihcC1AqSk+gH6VhbTvNjAwEMnJybyz21OnTuHll1/Gxo0b8fvf/96uB398VGM5OTlYunQp1q1bh/Pnz2PJkiUoLS11igPKwSAEXR7QLoVZs2Zh1qxZAO4OUqTZ8P79+9ktOW1ZS0xMhJeXF9rb23H9+nVoNJpet+wikQh+fn5mX6MtW21tbaitrYVer+9h+WfNG57b22ovP9m+YBgGnp6ecHd3Z7tDEhMTWRl3Q0MDuyXnNvDbsn2Pi9FoRHV1Ndra2hATE2MzpaKLi0uf8maqLKR+FFTUo1arMXnyZN6ll5aWFmzcuBEajQZff/21QzwJ+KjGsrOzkZeXBwCYMWMGtFotmpqaeKvnnA2hvDCEGI1GVFRUQCqVoqioCCUlJWhqaoLBYEBGRgaeeOIJxMXFDTpT49YEudMoBuqtwD34CQ4OZkeuOAO3b9/G1atXMX78eEyYMMHiunozg+/eMTGUr6mlpQVyubzPddkbg8GAW7du4dq1a3B3dwchpMf0ZkttjIQQnDx5Eq+++iq2bNmCRYsWOez1GAwGSCQSnD59GkFBQUhJScGRI0cwadIk9po5c+Zg4cKFWLp0KSoqKjB79mzU19c7xc+gD4TuBXtDCMHjjz+OkJAQpKenQyaTQSqVorKyEmKxmO0dTk5ORlBQ0KAzNa63Aq0JUv8BSybo3NE0kZGRNitZDBRuz+1gxtNQM3hu+95QjI/X6/VQKBTQ6/W8TbztgdFoZIesxsbGsqUqWqaiDyS1Wg2RSIRRo0ahsLAQERERyMrKgtFoxDvvvMPbScyW5Obm4s9//jOMRiOeeeYZbN26Fdu3b0dycjLmzp2L8vJyrFixgt39vPnmm3jsscccvez+EIKuI1AqlT3adKgAgpYlCgsLUV9fj9DQULY2nJiYCLFYPOgnOe0UoIGYylmNRiNr4uMsSiJb9tz29n3g00fNNRiyNPHCkdCsmzuPry+oxHvTpk0oLCxks8tZs2Zh8+bNdlr1fYcQdJ0Zk8mEqqoqNgiXlJTgzp07mDRpEhuIJ0+ePKgDLho8qqur4evry9ZHDQZDj+Z9e/e8UgNvf39/u/Xc9mYGz82IDQYDKioqhnxQpbUYDAbI5fIBjc4Burpl1q1bB4ZhsG/fPgQGBrIPlOnTp9t41fctQtC919Dr9bh06RIbiEtLS+Hh4YGEhAQ2EPc33VilUkEmk8HLywsRERFmpQRaH6ZZYPdJDLQ+bIvsjttzGx0d7dCeW67PhlKpxO3bt6HX6zF69Gj4+/s77IHUnaamJigUigGNYyKE4IsvvsDOnTuxbds2zJ8/36bZen/KMgA4fvw4MjMzwTAMpk2bhiNHjthsPQ5GCLr3OoQQtLW1oaioiD2oq66uRlBQEBITE1lFnb+/P9tuReujfM1W6Ak51/bSzc3NrD48UJet7q+B9tyGhYX122JnT9rb21FZWYkxY8YgJCQEGo3GTE0GwMzwqK/RQENJZ2cnZDIZjEYjYmJieO92GhsbsW7dOohEIrz99ts2nyrMR1mmUCiwYMECfPfdd/D19UVjY+M924HAAyHoDkdoPbSgoACFhYUoLCxETU0NCCFYsGAB0tPTER8fb5XQglr90UCs1WpZAQMNQHy239Ti0Nvbe0g8gYcKo9GIq1evor29HTExMb3aZ1o6sOSOEOrNEN8a6ISJgdSUCSH47LPP8OabbyIzMxO//e1v7fJgO3/+PDIzM/HVV18BAHbs2AEAZjXjDRs2QCKRYPny5TZfjxMgiCOGIy4uLggJCUFISAgWLlyIhQsXYtq0aVi4cCHKy8tx9OhRbNq0CQzDID4+nhVyREdH894ud59CwBUwNDc3o7q6mrW95NaHaRbI7W0dSNZtD6iZT1BQEKKiovoMTpZGA3ENj6iQQyQS9ZA2D6ZjorKyEgzDDGjCxI8//oh169bB09MTZ86csethqaV5ZN0n71Jh0COPPAKj0YjMzEz88pe/tNsanQUh6A4jsrOz2Uxt5syZWLlyJQghUKlUKCkpgVQqxc6dOyGXyzFmzBgkJSUhKSkJDz74IG95LRUweHp6ssYuXClrfX09Ojo6wDAMRCIRVCoVxo0bh6SkJKdRENFptyaTCfHx8YNuA3Nzc+shaOHuDG7evNmnGXx3uB0TkZGRvEsCJpMJn376KXbv3o1XXnkFv/71rx3iv9yd7mswGAxQKBTIz8/HjRs3MHPmTJSWljpclGNv7vmg21/xXqfTISMjAyUlJRgzZgyOHTvmNNNKhxpLW2M6HTc1NRWpqakA7r65CwsLUVBQgOzsbHbsDu0fTkhIgLe3N683b3cpK3UoMxqNGD9+PNRqNaRSKTsOh2aC9u555daUIyIibFJP7G1n0F1ZyJ1MQs2PqHEO38GQANDQ0IAXX3wRPj4+yM/Pd5jNJR9lWXBwMKZPnw6RSISwsDBER0dDoVAgJSXF3st1KPd0TZdP8f7dd9/F5cuXceDAARw9ehSff/45jh075sBVOydGoxFyuZytD1+8eBF6vR5TpkxhA3FcXFyfwYA78cJSzy13JJBSqYROp7PbWKQ7d+6goqICI0eORGRkpEP9G7jOc0qlEk1NTdDpdBg9ejQCAgJ4uY2ZTCYcP34cb731Fl577TXMnTvXoYeSfJRleXl5yMnJwUcffYSmpiYkJCTg0qVLDvdDthHD8yCNT/E+LS0NmZmZmDFjBgwGAx544AHcvn3baU7NnRmtVouLFy+amcB7e3ubmfxQY3OFQoGWlhYEBAQgNDSUt9mKrcci0akXjY2NiI6OdqqtrEajQUVFBby8vBAeHm7mxdxbC5+LiwsaGhqwdu1a+Pn54a233hq0w9lQ05+yjBCCdevWIS8vD66urti6dSsWLVrk6GXbiuEZdPnYwk2ePBl5eXkIDg4GAEREREAqlTqNIuteghCC5uZmFBUVsYG4urqaLWFs2bLFahP47mORqK/CYMYiKZVKVFZWDuhBYA+404Gjo6Ph6+tr8bruZvBvvvkmysvL0dLSgiVLlmDFihWIiopymtclYMbw7F7gU7znc40APxiGgb+/P+bMmYM5c+agpKQEy5Ytw7Jly+Dn54czZ85g165dUKlUiIuLYzPiqVOn8q7fctuw6IOS2yVQVVVlZoBuSc5rMBhw9epVqFSqAblu2QM6OmfUqFH92kJyzeBv3boFnU6HBx98EL/5zW8gk8mwZcsW7N27FyEhIXZ8BQLWck8HXb7F+7q6OgQHB8NgMECpVA56O9bfod3evXvx/vvvw83NDQEBAfjggw+G9RsiLi4O586dYw/Q/vCHPwDoqt1SE/gPP/wQV65cYb16aX04MjKSd4ZmqUuAa4BeV1fH1ofd3NzQ2tqKkJAQSCQSp3nAEkJw/fr1AY/OMZlMOHLkCPbt24cdO3YgPT3d4aoyoGuXOX/+fBQVFdlzrPmw4J4uL/Ap3r/zzju4cuUKe5D22Wef4fjx4wO+F59DuzNnzuChhx6Cl5cX9u/fj/z8fOHQDl0Bp729nTWBLywsZCcec+vD1pjKaLValJeXo7OzE97e3lCr1azvrr1VZN1RqVSoqKiAr69vv9JtLjdv3sSaNWswbtw47Nmzx+b1aD6/ZdP+GAAACh5JREFU40CXifuvfvUr6PV67Nu3Twi6lhme5QU3Nzfs27cPaWlpbPF+0qRJZsX7ZcuWYcmSJYiMjISfnx+OHj06qHvxmeX085//nP14+vTpOHz4sHUvcJjAMAzEYjFmz56N2bNnA+gKxPX19ZBKpSgoKMA777yD5uZmSCQS1gQ+ISGh3/ot/X/q6up69LZyfXdra2tZ20t7jUWi8/eampoGNDrHZDLh8OHD2L9/P/72t78hLS3NLhk7n99xANi2bRs2bNiA3bt323xNw5F7OugCQHp6eo9xzK+88gr7sYeHB/71r39ZfR8+ihsu2dnZmDNnjtX3Ha4wDMMaqP/ud78D0JVplZeXQyqV4pNPPsHWrVtBCMHUqVPZbDgmJoZt92ptbcXVq1fh4+ODlJSUHm1g3AkM9Gdnr7FI1MshICCA9+gcoKtEtmbNGkyYMAHff/+9XadD8/kdv3jxIurq6vD4448LQXeQ3PNB114M5EDu8OHDKC4uxtmzZ229rGGFq6srpkyZgilTpmD58uVsP2tJSQkKCwuxa9cuyGQy1njnzp072L9/PyIjI3lngrYei2QymVBdXY3W1lbExcX16uVg6d/94x//wHvvvYddu3bhF7/4hdOpykwmE1544QUcOnTIjqsafghBlyd8Du0A4Ntvv8Xrr7+Os2fP2m3A43CFYRiMHDkSjz76KB599FEAQGlpKZYsWYKIiAiMHz8e69evx82bNxEWFmZmAj9q1CjeQcvDwwMeHh6sQo0Ge6VSyc5l4zMWqa2tDZWVlRg3bhySk5N537+urg5/+tOfEB4ejnPnzjnMn6K/3/GOjg6UlpayysaGhgbMnTsXJ06cEOq6A+CePkizJ3wO7S5evIh58+YhLy8PUVFRDlzt8KWxsREdHR2IiIhg/46awFM1XUlJCbRabQ8TeGvKBn2NRfL29kZrays0Gg3i4uLMpjz3hclkwqFDh3Dw4EHs2bMHs2fPdnpVGZfU1FTs3r1bCLiWGZ4HafaEz6Hd+vXroVKpMH/+fADAxIkTceLEiUHfU2jf6UlgYGAPzwQXFxdIJBJIJBJkZGQA6Gopoybw7733HmsCn5iYyAbisLAw3rVWSy5jnZ2dqK+vh0KhYAO6TCYzE3L0Fuhra2uxevVqSCQS/PDDD7zLELaEz++4gPUIma6TIrTvDC3UBL6wsJA1gb927RqCgoLYIJyUlIQxY8bwyjapY5ZGo0FsbCw8PT1BCDGT8iqVSrOxSLRH99ixY/jwww+xZ88ezJo1y2l6iQWGFCHTvdcQ2neGFoZh4Ovri7S0NKSlpQG4a9BTUFCAc+fOYe/evVAqlYiJiWFFHNOmTYOnp6fZ/8UdnRMTE8MGTYZh2PownbLLHYt04MABnD9/HlqtFk888QRqa2vR2dnpNBOZBeyDEHSdFKF9x/a4uLggNDQUoaGhrPFKZ2cnysrKUFBQgH/+859Yv349XFxckJCQgJiYGHzzzTfIyMhAWloaL2kz9R8+cuQIKisr8dFHHyElJQX/+9//UFxc7FC3MwHHIDhlOCl823f27Nljz2UNe0QiEeLj4/Hcc88hOzsbxcXF+O677xASEoJdu3bBZDLh9ddfx7x58/DSSy/h3//+NxoaGiz+vADg2rVrePLJJ3Ht2jX88MMPSE1NxciRI/Hwww9jzZo1Q66Qy8vLQ3R0NCIjI7Fz584eX9+7dy/i4uIwdepUzJ49G9evXx/S+wv0j/CYdVKE9h3ngGEYVj58+fJlBAQEsGbo1AQ+KysLjY2NrAl8cnIypk2bhpycHHz88cf4+9//jpkzZ9q8dms0GvH888+bnQPMnTvXrCSVkJCA4uJiVqq+YcMGQapubwghff0RcBCdnZ0kLCyMVFdXE51OR6ZOnUpKS0t7vf5nP/sZKSoqsvq+p06dIhKJhERERJAdO3ZYvObYsWMkNjaWxMXFkcWLF1t9z+GAwWAgZWVl5IMPPiArV64kISEhZP78+UStVtttDf/973/JY489xn7+xhtvkDfeeKPX6y9cuEAefvhheyztfqTXuCpkuk6KI9p3+GRKCoUCO3bswA8//MCO0RboaimLi4tDXFwcnn76aRBC7N6VIEjV7w2EoOvE9OcrwSU/P9/q+/HpmDh48CCef/551njbFnPGhgOOaAMjglT9nkA4SBNgsZQp1dfXm10jl8shl8vxyCOPYPr06cjLy7P3MgV6YaBS9RMnTghSdQcgZLoCLHwyJWGMtvOSkpIChULBij6OHj2KI0eOmF1z8eJFrFy5Enl5ecIuxUEIma4AC99JHE8++WSPMdoCjod7DhAbG4sFCxaw5wBUjs6VqsfHxwvSXkfQ1ymb/Q/8BBwJn46JU6dOkYyMDEIIIbdv3ybBwcGkqanJqvv21zFx/fp1kpqaSuLj48mUKVPIyZMnrbqfgIAd6DWuCkFXwIyTJ0+SqKgoEh4eTl577TVCCCHbtm0jX375JSGEEJPJRF544QUSGxtLJk+eTHJycqy6n8FgIOHh4eTq1atsoC8rKzO7ZsWKFeTdd98lhBBSVlZGQkJCrLqngIAdEFrGBPjRX8cEwzDYu3cv9u7dOyT349MxwTAM2tvbAXSNVbd0OCQgcK8g1HQFHAqfjonMzEwcPnwYwcHBSE9Px9tvv23vZdqN/mS8Op0OCxcuRGRkJB566CHU1NTYf5ECViEEXQGHQnh0TOTk5GDp0qW4ceMGcnNzsWTJEphMJnst0W5QccqpU6dQXl6OnJwclJeXm12TnZ0NX19fVFVV4YUXXsDGjRsdtFqBwSIEXQGHwqdjIjs7GwsWLAAAzJgxA1qtFk1NTXZdpz3gllrc3d3ZUguXL7/8Ek899RQAYN68eTh9+nSvZjsCzokQdAUcCre3VK/X4+jRoz3amCZOnIjTp08DACoqKqDVas1GrQ+UZ555BoGBgZg8ebLFrxNCsGbNGkRGRmLq1Km4cOHCoO81EPiUWrjXuLm5QSwWo7m52S7rExgahKAr4FD49Jbu2bMHBw8exLRp07B48WIcOnTIKpnt0qVL+1TSnTp1CgqFAgqFAllZWVi1atWg7zUQ+JRa+Fwj4Nz0N65HQGBYwjBMKID/I4T0SHcZhnkPQD4hJOenz2UAUgkht2y8phkAMgkhaT99vhkACCE7ONd89dM15xmGcQPQACCACG/kewYh0xUQ6EkQgDrO5zd++jtbUwQgimGYMIZh3AEsAtB9sukJAE/99PE8AN8JAffeQujTFRDoiaX9us0DGyHEwDDMagBfAXAF8AEhpIxhmFcAFBNCTgDIBvAxwzBVAFrQFZgF7iGEoCsg0JMbACZwPg8GcNMeNyaE5ALI7fZ32zkfawHMt8daBGyDUF4QEOjJCQAZTBfTAShtXc8VuH8QMl2B+w6GYXIApALwZxjmBoCXAIgAgBByAF2ZZjqAKgB3ADztmJUKDEeE7gUBAQEBO/L/Nbg/tYXnhNEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch: 1199 floss: 7050.45458984375, bcloss: 0.00046504064630426 VAL: 98.73401641845703\n",
      "net.activate_0.a 0.037665508687496185\n",
      "net.activate_1.a 0.04629640653729439\n",
      "net.activate_2.a 0.03690553456544876\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAADnCAYAAAC9roUQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOy9eZBc+V3l+7lb7ln7XqWlSqXS1pu6JfViG4wHxuB59NhhjA08CGiWCTBjCCYYmzHwHPDCJghe+I0B43iDwZ6HTbftwa8J8IKx28a0cUvqVkutpSXVvmTWnpV73v39cfPeulWVWYtqkUqdJ0LR1bnce3M793vP73zPV7BtmxpqqKGGGvYG4t0+gBpqqKGGNxJqpFtDDTXUsIeokW4NNdRQwx6iRro11FBDDXuIGunWUEMNNewh5A3ur1kbaqihhhq2DqHaHbVKt4YaaqhhD1Ej3RpqqKGGPUSNdGuooYYa9hA10q2hhhpq2EPUSLeGGmqoYQ9RI90aaqihhj1EjXRrqKGGGvYQNdKtoYYaathD1Ei3hhpqqGEPUSPdGmqooYY9RI10a6ihhhr2EDXSraGGGmrYQ9RIt4YaaqhhD7FRylgNNVSFbdtYloWqqhiGgSzLiKKIJEmIoogoighC1bClGmp4Q0LYYDBlLdqxhjWwbRvTNDEMY8Xf7n1+onVJ2P1XI+Ma3iCo+gWvkW4Nm8ZqshUEAUEQMAwDwzAQRXHN4/3/xsbGaGtrIxKJ1Mi4hvsdVb/INXmhhg1h2zaGYTA5OUldXR3RaHQNwVaCS8ouNE0D8J5rGAa6rq94To2Ma7jfUSPdGqrCJVtXOkin04RCIWKx2B1tTxCEFfLDaiJ1r7pcMl79WEmSPN3YJecaGdew31Aj3RrWwLKsFTqtW7GKoohlWWsev1PEtxEZr5Y2bNtetzKuEXIN9yJqpFuDB8uyMAwD0zSBtfKAS3SrkclkKBaLxONxAoFAVbKr9vyNsFkyXv2cbDZLc3NzjYxruKdQI903ONxFLl3XvSq2GjGJougRnW3bLC4uMjw8jCiKBINBJicn0TQNSZKIRqMr/rlkfCekWw0bkfHNmzd57LHH1jzHrY79UkWNjGvYK9RI9w0K12NrGMaGZOtCEARM02Rubo7h4WFCoRDHjx8nEomg6/qKBbJCoUA+n2dxcZGJiQlUVUXTNIrFIplMxiPjYDC442Tn144lSar4uk3T9Bb2XPhlCrc6rpFxDTuNGum+wbCabF1S2YhYbNsml8sxNTVFU1MTDz74IJFIBMCTI1zIskxdXR11dXUrbr958yaxWAxRFEmlUkxOTqKqKqIorqmMd4OMofqJxU/Gq73GlTTjmqOihjtFjXTfIKjmsd2IOCzLIpFIMD4+jiRJHDp0iEOHDt3RMUiSRDgcpqmpacXtpmlSKBTI5XIsLS0xNTVFqVRCFEUikcgKMg6FQvcMGdfsbTXcCWqke5/DJdvFxUWy2Szd3d2b8tiapsnk5CSTk5O0tbVx5swZksnkmsv1raCapitJEvF4nHg8vuYYXJkinU6TSCTuKTJ2tXBN0xAEgaGhIY4cOVIj4xrWRY1071O4Hlu3QjMMg2w2u+EP3zAMxsfHSSQSdHZ2cu7cORRFAe7cfbD6uDaLzZBxJpMhmUxSLBYRRZFwOOwRsWVZa6rTnUIlMk6n07XGjxo2RI107zOsbmhwV+v9zoNK0DSNsbExZmdn6e7u5sknn1xT1W7Xp7tT5FKNjC3LWkHGqqpy8eJFgDWVcTgc3jUy9v/XxerGDz/cz6fW+PHGQI107xNUa2hwUY0wS6USo6OjLCwscOjQIZ588smq8oMgCBW3sVnstGVsNURRJBaLEYvFaG1tJZVKcebMGY+MC4UC2WyWmZkZisUiwIrK2CXjzcgvq7HR66o1ftTgoka6+xwbNTS4WE26hUKBkZERMpkMhw8f5tixYxv+kLdLmrtNutXgJ+O2tjbvdsuyKBaL5PN58vk8s7OzO07GG+FOGz8qEXKNjPcHaqS7D7GVhgYXLunmcjmGh4cpFov09vZy8uTJTf9QN5Io9hv8VjU/VpPx3NwchUIBcMg4EokQi8WIRCJeYtpOa8cbkbFlWYyMjBAOh2ltbfUeW2v8uPdRI919hDtpaHCRz+dJpVLcuHGDvr4+mpqatvxDvNflhZ3CemRcKpUqknEwGERVVWZmZohGox4Z7zT8ZGzbtlfpQq3xY7+gRrr7AHfa0AB4rboAoVCIs2fP3vFx7Fd5YafgWtUikYhXXcJy48j169cpFovMz89TLBaxLMuTKdyFvEgksi3bnR+u7utiK15jf8derfFjb1Ej3XsYrsd2bm4OgMbGxk13j83PzzMyMkIgEODYsWOEQiEuXbq0reN5o5NuNQiCQCgUIhAIcPjwYe9227ZXVMaLi4sUCgUsyyIUCq3QjO+EjC3LuqNcY//x1Ro/9h410r0Hsbp7LJfLIQjCmk6uSs+bmZlhZGSEeDzOqVOnvEtk0zS3JQ1AdQcE7JwdbL+ikqYrCALhcJhwOExLS8uKx25Exn7duBoZb5Z0q2ErjR8uSqUSwWCQcDhcI+M7RI107yGsbmjwL4ys9nb6YVkWyWSSsbExGhsbeeSRRwiHwysesx5hbhbrRTsuLi4SjUaJxWJeM8Vmn79b2Esi2MpC2npkrKqqR8aTk5Pk83ksyyIYDK6pjLdLuusdXzUyTiQSFdcDapXx5lEj3XsA1RoaXEiShKqqa55nmiZTU1NMTEzQ0tLCY489RjAYrLiPnfjyr3YvLC0tMTQ0BEB9fT1zc3OMjIxgGAaKongEEYvFiEaje0q6ey1j7IR7wZUpQqEQzc3NK7btJ+OpqSmvCaRYLHojlFwyluXd+Vm7KXOyLK+ovjfb+FEjYwc10r2L2KihwYUoiiuSvAzDYGJigqmpqTWtursJ172QSqUYGhpCkiT6+/uJx+Pour7i2DVN80gimUySz+cplUpIkkSxWFxRte3UwtLdxG61G0N1Mr5y5QoHDx7Esizy+TyJRIJ8Po9pmgQCgTXJbTtBxpZlrfm8ttP44be2vVEcFTXSvQvYbEODC0mSsCwLTdMYHx9nenqanp4ennjiiV2ralbDtm0ymQxzc3MYhsGxY8e8NtxKVWUgECAQCNDY2OjdNjU1ha7r1NXVeTGR7uXzTiws3U3sJumut89wOEwwGFyh99u2XfGkV4mMI5HIlk7Ypmlu+nPZTuNHpcr4fiHjGunuEe6kocGFaZrMz88zPz/PwYMHeeqpp3ZFy6sE27ZZWFhgeHgYSZKoq6vjkUceuaNtudVNU1PTGpJQVZVcLrdmYWl1Z9hu+V+3i7tButU0XUEQCAaDFclY13VyuRyFQoHp6Wny+fwaOcj9V4mMt0K61bCZxg+/nKbrOul0mvb29vui8aNGuruM7TQ0FItFRkZGWFhYIBgMcubMmT0l2/n5eYaHhwmHw5w6dQqA27dv3/E2q2m6/svn1QtL/s6w+fn5FZ1he9Gmu1ncS6RbDYIgEAgE1pz0YKUcNDMzU5WMdV3ftSuQamRcLBZZWFigtbV1w8YPt6hZHaB/L6FGursEd3Esk8kQiUS21NCQy+UYGRkhn8/T29vLgQMHvFlke3Hc7jieWCy2YkJEoVDYc/dBpWaE9TIT3CaEcDi8q9GOq3G3SHen9llJDoJlMi4UCszOzlIoFHj55ZeRZbniHLzdgGEYXnW7Gn6vMcDXv/51Ll++zEc/+tFdOZadQI10dxh+j61hGFy9epXHH398Uz+OTCbD8PAwmqbR19dHc3MzgiB4l9q7fdyux7euro6HH364ou3sXmiOWK9N113Vz2azFItFLly4sCL03HVS7PQ4oNXdYXuF3d7najJOp9OcPXsWXddXtEOPjo6i63pFMlYUZVvv9XqSxupCJp1OU19ff8f72gvUSHeHUGkcjizLm6pGUqmU16rb19e3ptqQJGnNHLLtHKf/eGzbZnp6mpGRERoaGjh9+jShUKjic+/17AV/mlhzczOZTIZHH310Reh5pdlsLhH7pxZvFfdjp916UBSFhoYGGhoaVtyu67o3eml+fn4NGftzjTf7XruV7maQTqfXHNO9hhrpbhPVGho28zx3gSoQCHD06NGqOpTrXtgu3AYJd3vT09OMjo7S1NTEo48+WpVsXezXNuBqoefu1OJcLsfCwgLj4+PeCHk/EW/m0nknL/XvZWz0+SmKQn19/Zpq0zAMrzJe/V5Xkin87+VWSfdOZ/jtFWqke4fYqKFhvefNzs4yMjJCNBrl5MmTxGKxdZ+z2qd7pxBFEcMwSCaTjI+P09zcvG5DRaXn308VXbWpxf5qbfWl82oy9q/w3w3L2H6BLMubIuOJiQlUVUWSJK8qzufzxGKxTenmtUr3PsRmGxoqPc+tLBsaGipqptWwE2Tn+nwvXLjgDZrc6sLHvS4v7BSqVWuu3Wr1Cn8gEPAkoHQ6vWONCPcadqOaX4+MXUkon8+Ty+VIJpMr9Hz3n1+fz2QyNdK9X7DVhgYXtm0zMTHB+Pj4hq26uwF/q7BlWZw+fXrNZfZmsV/lhZ2Coig0Njau0Nxd72sikSCVSq1oRFidl7DT3Xd7XVnvhEd3s/BfhWSzWdra2mhoaMA0TY+IU6kUU1NTlEolDMPgT//0T8lkMrz66qvcuHGDj370o5imyS/90i/xoQ99aMX2VVXl537u53j55Zdpbm7mueee8xLiPvaxj/HpT38aSZL4xCc+wdvf/nYAvva1r/Ebv/Eba7Zp2za/+7u/yxe/+EUkSeJXf/VX+cAHPoAgCPXA3wAHcbj2T2zb/usa6a6D7TQ0GIbhBZaUSiXOnj27a5aaSjBN02sV7ujo4Ny5c1y9enVXRqhvBfuZdCvB9b7GYjEsy6Kvrw+onJdQqfvOTRLbqgvhbryPlVqA9wJ+Tddt0FktCWmaxgc+8AE+8pGP8Nprr/FXf/VX/MAP/ADPP/88Z8+e5emnn+bkyZPe4z/96U/T2NjI4OAgzz77LB/84Ad57rnnuH79Os8++yzXrl0jkUjwwz/8w9y6dQuA97///XzjG9+gp6dnxTY/85nPMDExweuvv44oiszOzrq7eT9w3bbtHxcEoRW4KQjC52qkWwHbaWjQdZ3x8XGSySTd3d3U19dz+PDhPclGgOVcBneE+uOPP+59YbebNLYTgS73K1brjeuF1/hjHRcWFjz/s9vw4erG6zV83A1f8F5Wun4YhrHhfgOBAE8++SSqqvKe97yHW7du8dWvfhWA973vfTz//PMrSPf555/nIx/5CAA/8RM/wa//+q9j2zbPP/8873vf+wgGg/T29tLf38/58+cB6O/v906q/m3+xV/8BZ///Oe9z8o3h88G4oLzQcWARcCoka4Pru3L1ewOHjy4abJVVZWxsTHm5uY4cOCAN8J8cXHR6+zZTRiGwfj4OIlEgp6enhVk62In4h1Xw7IspqamSCQSK+xAlSIe97u8sB42S4LrxTq6DR+5XK7ikEw/Gd8Nt8TdIl032Wyzj52ZmeHAgQPebT09Pbz00ksrHjc1NeU9xtWVFxYWmJqa4oknnljx3KmpKYCq2xwaGuK5557jy1/+Mq2trXziE5/g6NGjAH8G/D2QAOLAe23btmqky1qPrWmaLC4ubsp6UiwWGR0dJZVKcejQIfr7+9fEMu6WxxacynpsbIyZmRl6eno8sq+EnSRdy7JIJBKMjY3R2trK8ePH0TTNW/F3Ix7dgBV39Xm3mzxc7HUluBOB4ht132WzWaanpz0y1jSNsbEx70QXCoV29TXfzUp3M6TrntCrtZpXeuzqx1S7vdL31t2mqqqEQiEuXrzI3/3d3/HMM8/w3e9+F+DtwKvA24AjwDcEQfjuG5p0KzU0uAlHq9OPViOfzzMyMkI2m6W3t5fjx49X/MLLsrwjpOt+Idx9uD+42dlZr7Le6Ee/E6Rr2zaTk5OMjY3R1tbG2bNnURQFTdMIh8MrVqH9aVe5XI5UKkU2myWdTm/pUno/YLdI3r9a7x8fXywWuX79OsFgkHQ6TSKRoFQqbbi6vx2YpnnXPqPNLlqDU5FOTEx4t09OTtLV1bXisT09PUxMTNDT04NhGKTTaZqamrzbKz232u09PT28+93vBuBd73oXv/ALv+A+7BeAP7KdAxsUBGEEOP6GJN2NPLbrEWU2m2VoaAhVVenr6+PUqVMbxjLuBOm62zEMg9HRUebm5jh06NCmyNbFdkjXnU7h9uH7FwarEc7qtKv6+nqmp6cZGBigVCp59qvV2QkuEcdisR1v190t3A2NNRAI0NHRseK21av7bvfd6iYEV/7ZyjHfrYW0zaJUKhGJRDh79iy3b99mZGSE7u5unn32WT7/+c+veOzTTz/NZz/7WZ588km+9KUv8ba3vQ1BEHj66af56Z/+aX7rt36LRCLB7du3OXfuHLZtV93mO9/5Tr71rW/xzDPP8J3vfIeBgQF3N+PAvwO+KwhCO3AMGH5DkW4lsq0WGr6anNwpCbZteyPMN4OdIl1BELh165bXcbNaxtgM7oR0/aOAWlpaiEQi/i/VluCv1l1dc/WltNuUkE6nmZqaWkEYfjLeq4XJzWKvtepqcka11f1qHWGrsxLWe2/vlrywWSwtLVFXV4csy/zZn/0Zb3/72zFNk2eeeYZTp07x+7//+5w5c4ann36aX/zFX+Rnf/Zn6e/vp6mpiWeffRaAU6dO8ZM/+ZOcPHkSWZb58z//c+81V9omwIc+9CF+5md+ho9//OPEYjH+8i//0j2kPwQ+IwjCa4AAfNC27fk3BOlutaHBvc+2bW+EuSzL9Pf3bzlMY7ukWyqVGBkZIZ1O09raysmTJ++4otoK6dq2TTKZZHR0lObmZq+ZYn5+/o72DRsvpPmzE/xwCWM9vfhemEJxL2vI1ZoQVgfXrDdu6W6Q7lYWDP3daO94xzt4xzveseL+P/iDP/D+DoVCfPGLX6y4nQ9/+MN8+MMfXnN7pW0CNDQ08I//+I9rbrdtOwH8+9W339eku52GBl3XOX/+POFwmBMnTmzYqlsNd0q6bpZuOp2mt7cXTdNoaWnZ1g97M6RbjWw3wm5eXlcjDHfhrpIPNhwOe3ryXujFe50ytlNDKasF1/jzdaenp8nlchSLRRRFoVAo7NmJbqu5C/d6whjch6S7nYYGN3FrdHQUwzB44IEH1sQHbhVbJd1CocDw8DDZbJa+vj5OnDiBIAjMz89vW6ZYr433Tsl2q/vfycvwSoHcrg82nU57ldte6MX7zS2xESrl6w4PD3vj1/0DMt3uOz8R79S4pc14dF0sLS3d8y3AcB+R7nYaGlz70/j4OE1NTZw+fZpXX311w9StzaDaJN/VyOfzDA8Pk8/nKy7Q7YTzoNI2/NGOTU1N22pT3oh49sKn6+rFsiyTTCZ54IEHgLV6sbvav1ovvtMw7vuNdCvBtm1CoVDVcUuuBLST45a24tHdD2E3cB+Qrmv7Mk2TV199lYceemhLs8cmJyeZnJxcEwLj2sa2e7aWZZl8Pl/1/lwux/DwMMVikb6+vqoSwk4syPnTyrZDtpW6rzZLqHu14LT6GDfSi1eHcSuKsqIq3ugyeq9J8G6QbjVNd6PuO1cCupNxS1uRF/ZD2A3sY9Kt5LFVVRXLsjb8kHRd91plu7q6KnZv7bTVazVc65mmaRw5coSmpqZ1TxQ7Velqmsb09DTDw8M0NjZuubJd7RfeCu5F69dm9WL3MjoUCq0gY5cs7kale693pK3nUtlo3JJ/JttWKt3Ozs6tvai7gH1HutUaGsBZFFjvQ/I3FGzUvbWZBonNYDXpZjIZhoaGMAzDI9s72c5WYZdHqCeTSTo6OjYVWl4JLvnfSZW1n9qA19OL3ctof+XmEokgCHvSHXYvVbpbxWbHLU1PT5PJZABnYdnvpqikx9fkhV2CaZroul4xNLwaUbq2q1QqxcGDBzfVULDTpJtOpxkaGsKyLI4cObJmJM9GuNNK1z/7zDXTnzhxYsvbcbEd4txPpFsJ1XITLMvi5s2bKIpSUS/2SxQ7tTh5N2ay7bZlrJIENDk5CUB9fT35fL5q991rr73GwsJCzb2wG3Dn3VeCW+m68DsBDh8+XLVVtxJ2inRdLUvX9Tvy+brYaqXrTqgYHh6mvr6e06dPe2NptoP9Tpy7AVEUURRlTWXsHwfknxe2Wi+ORCJbDj2/W5XuXu/TMAwikci645YymQxf+cpX+P73v8+FCxe8RdTGxsa7lqULIAjCW4H/G1CAedu2fxD2IemuB5cos9ksw8PDlEolent7N2zVrYStkpxpWXzlwiBXRmfQDJPLw0kMTaWom6TyGm8/M8B/O3nnbghJktA0bcPHVSJbV0bYianC1RwQ6XQaWZa9cfOVcD8TdiVNt9o4IH8eRSKR8ELP3Zxdl5DXW+nfzNrFTuNutAGvt5Dmf3///M//nHe961189rOf5c1vfjOf+9zneNvb3nbXsnQFQWgAPgn8qG3b44IgeMEZ9xXpGobB4OAgiqJ4rbp3qqttpdIt6Qb/+VNf4xuvDnOsqxFNUylqFv3dzdQBOXWev/2Xa3zxX6/zWH8Xv/++t3DqUNuG2/Vjozlptm0zNzfH0NAQdXV1PPLIIxVHqG+XdP3E6Q7XHBoaIhAIYFkWpVLJ0zXdS0X/sMG9JN29XGjayuuq5IFdTy9ePT4+FArdNcvY3aiut7KQdvv2bQYGBvjRH/1R4K5m6f408He2bY8D2LbtJZvvO9KtFNHmjjBXVZXm5maOHz++7f3Isrwpf206X+J3/+YFBhNOe+zNRIozR9pJFTQKqsnl0RkONoaRBDAsmxsTc/yHP3iWvvYG/tOPPcZ733JqU8dTbSKwS7bDw8PE4/GKZOtipxwQbnv04OAgoVCIBx98EFmWvWrPDV2pNIa7WCySTCY9AtnPyWKrsd1ox2p6cbFYJJfLkclkPD1T13Wi0SiqqnqEvJeTSfYKW7Ft6rru5Vm7uItZugOAIgjCt3GydP+7bdv/E/Yh6bqwbZv5+XmGh4cJhUIcO3bMs6DsBDby1wIkFzP8zJ98meGZNADHupvobqrjW6+Neo85e7QLtZDDrYMyRUciGJ5Z4v/43At87Isv8s4nBviv736KSLD6j2Z1pesn21gstqlBlztBurquc+XKFUKh0IpJxrque9VetdCVfD7PtWvXPMuef2KCvyreiZX/vZYx9iLa0Y9bt2558sPCwgJjY2OeXry62WOnZIi7IQ3t4yxdGXgMJ2UsDPybIAjft2371r4kXdfUH4/HV7Tqapq2YiFtO5Akqaq8YNs2N4bG+MVP/hPxcID+zgZGZtLEw0G+9doofR0NNERDmKbF1bFZippBW32UTL6ILQjIoogoCGRLGqat8ZlvXuFv/+Uab33wMP/13U/SWhelLrLSO+sSpnuyGRoaIhaL8dBDDxGJRDb1mrYzVTiTyTA4OEg+n+f48eNrIgU3g2AwiCzLHDx40LvN79n0V3KSJK1YbIrFYvf0hN274ZuNxWLrZib4h2TuxFy2u4GtNEfAPZWlO4mzeJYH8oIg/AvwMLA/SbdQKKxYIHKxU44Dd1urNVTXfnXhtdf502+PkEyXSKZLRAIyTx7vYSlfAmB4eonHjnSQLqic6GnhleFp8iWVtsY443NpVJa3G5RFgrKEIMC3r4zy9VeGePhwG//zt95JfXT59YmiSD6f56WXXtoy2fq3sdVKN5fLMTg4iGEY9Pf3Mzk5ueX9uqhUTVQL6fYni83MzDA8PIxhGF6P/2YWm/YS90obcDW9WFVVr9nDncsGeFcZLhlXu8q4G3nBsHmXRqlUIhgM3ktZus8DfyYIggwEgMeBj8M+lBcEQeDIkSMVK7adJl13W/6W2cvTJf7iW7fIqzqnDrbSGA0xlynwr9edM2FvWz19nY1cHEySzquMzqY52hqhq72FKyOelk4kqFBQdXIlAxGwgGhQxkZkeCbFv/vd/5doKMBPPHWcH3uom9mpcXRd5+zZs9sivc2Sbj6fZ2hoiFKpxNGjR70f8dTU1LYkis1W2pU6xfzkMTUzT+LmGJpaIhqQ6Gxp8MjYHQ20l7hXSLcS/G26lfTi1aOA3BOhn4zXs2ruNjbzvroJY/dKlq5t2zcEQfgacAXn5/2Xtm1fBRA2+HLek/4eTdMq/qg0TePy5cucPXt22/tQVZUrV67Q1dXF2NgYSiTOZ/5tnKtj83Q2xZhL52mtj3LhdgJRFHjwUBsCNqm8yvD0EiFF5oFDrUSDChduT1LQLERB4PSRdm5PLaLqJpphYgOyJGKYDpGFAzJFzSCoSKi6SUQWkGQBWQ7QHpc50t1BXtU53dfBj58boK9j800Wuq5z6dIlzp07V/UxxWKRoaEh8vm896X0f+mvX79OZ2fnmuYON9VtvR+IZVm88sornDlzZsNjHZ9Lc2VkhuGZJaaXcozNZVjIFNFNi5mlAoZpEQvJiKJAvmQgSyJHO+o42holKIEi2jSHRc4eP0RnS+Om8hO2g6tXr9LX13fHJ8Q72V9vb++2U/AqwT99wq2OVVVFVVU6OjpWEPJuSz4XLlzY1O/55s2b/PEf/zFf+MIXdvV4toCqP4R9V+lCddF7pypdy7KYmZlhaWmJeDxOMdzG//Pta0yncozNpcmVNFrrIyRTOR7r7+T6+BySKPLa6CzdzXEeH+hC1U2W8iUuDiZRJIEnj3URVBQSqay3mKZIIqIoEJAdT3BBMylqzvGruklIESnoFoJhY1MilYPJ1Bi5ks63XxvjU195GbDpaIxxuL2BunAAWRQxLBuwkSUR07IBAVkC07SYmZsn8GKCfEnDtiCnauiGhW6aZAslDMskHgqhmTbh4A3aG6LohkUoKHGsq5nEzDwNdWP0dbdwO7FIrqARCsjMpHKkCyUkSUTTne1JokAsHEQSAARCAYlCPkfz+VkCsoRqmOiGkwxX0g2W8hq6YVDSLVTDxDQtdNNCliRKukFAEhFEgaAiATaaaVEqmkSCMrIoMjST4WYyjWXZhAMyqq4jfy9BQyRALChxrC1CU1ShoyHGka4mThzs8PITdmLhbq8tartVeVZaCC0Wi9y6dYvW1tY1erE/1nEn9eKtXCn+v6wAACAASURBVK1kMpl90Y0G+5R0q2E7C0XgkO3Y+AT/8G9XGU4ZJBbSzH9nmpZ4hLG5NDOpHG8+eQDbhqmFLGOzafIljYHuZgzT4oFDbcwuOU6FK6Oz1EUCnO3vwtQLTC3mGJ/LIIkCZ/o7eWUoiW5aBBDJFjXc32tAEggqIoYFRa2cCAYEZBHNsLyKGADBpqiZjMymSaZylHTn8SFFWvG3bpiEAgqKJKDpOgg5SpqOXN4mgCxC+U9UvYRmWgjZIvPpHKphIQCvjcyimyayKCBeGkUUBWRRQDMtLNOpcm0A2yF8w7YpzaQJBSQM08KyQcRGmM4BzknHMC1nX0BIkSmUTzrxsEKx/BpE0SISlCmoBphgWTZ6+X2QJYGCahAJyuiGRTgoU9IMipqOJAqoukmmZLCY05hcKiEKIDCLqjum966GEIcaQ5QMizcNtHO4vZlH+7uor6/bkgXrXpYXdgKuX7axsXFdvXhxcdFz/VQaPrrVmWybfY1LS0s10t1N7PSX2zAM/umlKzz//ZtcmszS3VKPIAiMzeQ41eesUh5sraMxGkI3TEZn0hQ0nR84dRDVMClpOoOJRY73tJAraUzOZ3msv5OALDK7lOd2cgmAx/o7CMgyumESCSrkSnq5EgXbhrAiUtQtNN8CXl04gGnZyJKAZmiUdJO6cIBMUaOomcTDAbJF5/aGaBBVN5BEkaagjKpbqLpBJKiQLTmujqgiktecv2VRwO1xCyoKhurcLogCmA7ZF/Vlki9qBpIolHMvnKuNVN7ZgkeKZYQFsGyQROfkIYsCpmVjAmFJoKibaIZFJCBjGxY2KyubfEknHJCRRIGiZqD7rmB000KRRadKNsvvX/l2vaChSCKhgIKmGxiWTbaoUR8JOI8VBLJFjaAiEZAlFvIG05k0mmFxLZnHsocQsJFFgePtMZ5+pJsHD7d5bajVwrnvd9Kt1o12p3rx6jyKSu/dVqdG7IewG9inpLsTsG2br1y4zZe+e4WlbJ75gsFMusiDh9uIBBRKuklWt0jlSoQCMul8ia7mOLZt091SR66oohomk3NpwgGFvo4mcqrO0e5mVNUhpxdvTCIIMNAep62xjqxqMDK9gGFZnDrYxuWRabBtgqKAZa8kOJdYVd1ALZeg0YCIKDpOh/pI0LGQWRaSAKYNRVUvP9YkKIve89yKEaCgW97CXUEzEcvkmFd1FElENy1U3SxfnhuEFBlBEDAsC8uyCUoCOc0EnMd421UNYiHnRBJSJAQEVL2y1GNYy+Tqf4xqmMRDCpZtU9IdeSJXPlmEFJmS77G6YXnHC1Asv+fRUIBMQUUvLrdMRwIy+ZLu7bcu7PzIi5qOZlgIAsTDAbBBN0wM0yYaknl9rsDVr97E5ibRgEx9WKYpItPXEuFNAx0MHGjziGOvLWN3o9Ldih5ezZXi14tXD8hcnV+8FdLdL1MjYJ+S7ka5sxt9QQzDYGJignptlmfeeoyb8zpD0ykuDU8jCs7l/uhMioHWKE3xEEs5ldvJRSzbprU+gm1ZdDTGEEWBxniE5GKWaEihsyGGIEAqW+R2coFzA06VXCwUyKsaAgIDXU0MJheZXkgx0B7n1kyWgmYiCY7y3hgLoZsWlm0jAKphEQvK5FQDVbcwbIdkXIIDiIUVckWHcN3K1/+3YS7/bVMmIc11ZuBtTxQEgjbo5jIZFzQDWRQ8wjJ8LrqiZhAJLEsCtm0TDy1X1fGQTLbk3GdYNvGwgqrqKLJILKRgmBZiuXLOFjVMyyZb0hEE57hyJZ2ALCGJy+Ts3gd4hBsJKhiGgSAIZApOF2FIkRCxMcqvASAgiUTDCqnccqdhQzSIgECqbPcDaIwGMUyLpbyGJApEAjJFw6KYUUlmVG7OFvniK0mCisSDPQ00hiROd4YwTZN4PL6COHZravG9TrrVUK1xRtd1T6JwZ7JpmoZlWQwODq5o9qj0ujOZDP39/ds+vr3AviTd9bDexAfDMBgbG2N6epru7m4vT/ct5fuzRZXvXZ/g0vAMi7kiec0gourkSipvOekY+pfyKjcmZuluqaenJU44IHG0qwlVNylpBobtEHK2qDExl6GnJU5AFlFkiUQqz0Jmnv72OgQpQCik8Egkyq3EAqphkC8ZLOZKKJKAbtrURQLYFoiSgKQbGBbUhwOkixqaj/0MY7lC1n23l9Tlai9f0hAFUCQBSZaIIKAZOjZgWXgE7lW74FXQRnlhqqgZ2EA0KJFXy3qrJCKJEAsqpIs6kYDo26dBNOhqySYgoMgitmVj2w55pgsaoiAQDshetS2LoCgytgUlXaeo2QiCI2EIQEk3PVnGgSMbCIKzKKkZJoblSA8BWSIeVihpBpppoeVUArJEOCCRK2gs5ZdJWpFFckWdVPk2QQBsG9VwpBBJFIiFnIyJcEDGBm4kM+RLOt983aYhNksspFAfUjjVFedNvQ3Eg+KuLTTtZWW927GOiqKs0YsXFhaYm5ujsbFxzRggfx7F0tISqVRq31S6+9Iy5h+nvhqXL1/myJEjKzI5dV1nbGyMmZkZenp66Onp2fALZNs2z/7jC8yYYf758iiZgsrhtnp0w6kwCqpThc2m8wRkke7mOizbZjFbZHoxR0dTjKAiY1oWmlpCVTXqIkEKpkBDNEw0FEA1TGzLwsLm+vgctg2FkkYo6FSlAFJZC60LKRRVnWgkSEnVKRnWymq3XA2LAkTLxGCWO9gEUcAwbAKK5Omu9ZEg6XJVWB8Nki4TTV0kQKbg7DsckLzFvGhQJl9+rgDlillEEkVKqoFe/qa4soYsQCTkLG4Jggg4BFhQNSzbIceCZhCUJcSyblsfCSAgkC6oREOKQ/I2zt+qRjgYIFfUiAQVR781TMTy++NW5gJO5asZJgI2mmkTkERsAQKShGoYGKZNJCBT0k1iIcVzkwQVCd2wCMiitxAplF+sVK723f3IolA+DhNFltB1A1mWyBV1oiEFUQBJFImFA5w50sH//lQ/dUGn2cQfZOP3FlfTNiths1aqnUIikcCyLHp6evZsn7OzsxQKBS920YVfL87lcnzoQx/i2rVrxONxurq6uHLlCvF4/K7GOgKCIAhnge8D77Vt+0veHfuRdC3Lqtrue+3aNbq7u2loaFgxKeLAgQP09PRsqcK4dOkSx44dIxKJMJfO8+KNCV68PsmNiVla6qOYpo1hmgwmU3Q1x2iIOB1k6aLKyPQSPc0xFJxBmaFgkGgshoBj9RGxMSwbRZKwbRvDsBieSZUvsy1Pm4yHAiSWHGLHttBMOHmwhZsT8/S01GPbtkMwAkyn8tiw6hJ/+e9QQKJUJlG3moZlEnXh//+QDIIgEgsFvGrUtCwOtjZwZWwOgIcPNnN5fDmnNxqQ0E0bSRKwbcFzZpiWvaJCdyGJTqVbUHUse1nPlkSBaFDGsh0NV5IEVM3AtJ3KVJacxTTVt83VC3pBWUSWJfLl90AUIBxQUMuLbOBsy8ax6bmoCwco6Ybn7vDD/z46Vw8S2Baq6ZByPOwsaOqmUxEbpoUiSzRGgzTGQjx+tIv/+PgAnfVBcrncCi+sq21ulJ2w16Q7OTmJKIprWmp3E1sh+meeeYbf/u3f5t3vfje/93u/x8///M9z9uxZ/vZv/3ZFwtgnP/lJrly5wqc+9SmeffZZvvzlL3uxjj/1Uz/F+fPn18Q6DgwMrIh1dLf513/917zwwgt85jOf8WIdXf263In2DaAE/JWfdO9LeaFQKDAzM8P8/DyHDh3a1KSISvBn6rbWR3nnE8d55xNOgtnwdIoXr0/w2tgsiiyxkC1S1E0USSAoiRxtjSCKNg11jciCRUCWaKivoyESRFGcCrG9IUZIkWipi9DZHKchEuSn/+TviAaDJBazCKKIbln80AOHWMyX0Ip5bkznSMxniYQCjM2lOXu0iwu3EwAc7Wjg9vQS2ZLO0a5GbidS5b+buJ1YpKSZdNWHSKRL6KbN4bZ6RmfT2MBAVxPz2QKt9VG6GmOkCyqL2RKtdWEuDCYp6iUePtzO+MKM8374FrVuJFIcaq1DlkQ6G6KYhs70UoGJxRyGBUHJsaMFFQl/IrBrGZMl0avYwQkFCskSJcMkU9SJBGWHWA2H5IKy8zy3Gg0HJCRRJF/SPcKtCykYpklBtzzLmyiCaTmLhn6UfGSrSI5MUdQNdB/h+q8qSprpnZgsG4/0A7LzubpXEGFFRhIEiuX7F3IlJheyDCZTfPF7r9MQCfKWUwf5L+86R7hsT/Nrm34vrN9+dTc67kzT3DV9uhoMw9j0PtPpNNPT05w8eZJf+ZVfAe5qrCPAfwb+F7DmzLgvSbfaJZiqqiwtLTE9PU1/fz9Hjx7dlna2XrNFX0ej1w1mWTZTi1kmkrMszCSpiwR5+OQxGhoc32AikUBVVXp7ezfc55888yP85v/4J/o6G7Esi/O3Erw+tcBiroiqm7z5ZA+aYRGSZf7l+jiDiUVvMcu0lskjHFj+skZ8LgNZFGiOh+lojNEcD9NSFyFdKFFSddJ5h2gTC1kM06KoGUwtZGiMhUjlSlwenaG7McpUKs/tRIpjnXXcTGZojIXpa2/AxiaZynNzahFwUtdyRY2pRceXW9BMzw8clkVKZauYW2GGgxLFslZssVyFljRjFcktk+Gy7GGWK2NHLsiUVhKrq1374ZdMJFEgHlJYKmi4db5/0S5XYXt+uHY/cFwVwfJxF8snp5AoIIvL3910QaWoGTz3rzf4wvde522nDvLhn3wTrQ3Ril5Yd6qum0VRKBS4ePHimnbd3Yp33G1Nt9o+N0rOc5FOp8lms/dErGP5ee8C3sb9Qrqr4Z+BFo/H6ezspLu7e9vb3WyHWyaTZmZ0kLAk8YPnHl6zMruVKRQD3S384r8/zX/59Dd4uLeNs0e7KGkGB1vreenWFGOzGZKLOUzL4lRPE7quUR+JcWsmy/Bslv5Oxx0xmFzkkb52bNupDN9y6iBzS3nGZhc50NrItXFHGnjocBu3EykAHjvSyctDSbJFjXMDXZy/lUA3Lfo7G7lwOwmAbRm0xQN0NdcTCgY4E40iifD9W1PopkVfu0MWnY0xdMOiqznuka4kCIQUkZxqUjTctudl3bioOhWkJApohkXQp6267guAaFDxqtW86rQAhxSJXEn3HA0uRAFnkQ1H3vA7MfJlm5kkCuimVSbcZUQCsrd9w7QISALaKkkmrEgUddOz+ymSQEB2KncBR4/WNGfBMl3QCQccXV0SBSzbxrZtonKAF66N88+/N8pbTvTwwZ94ksNty6RbaaruhQsXOH36tKdrro539GvF1bzFW4GfdPfKk7wVy5iqqhWr4rsR6/ibv/mbAB+0bdus9D7ta9ItFouMjIyQTqfp7e3l+PHjngl7J7AR6abTaQYHBxEEgYGBgTVk62Kro3/e/dQJphayfPPyCKpukkxl6Wqq45GeenKmyEOHWnhlZJZMvsREqoAo5OhpqUOSBOqjQe9SWBIEXh6eBuDRIx28PuXorgF5+Qfo1zFn03mvurs5tUA05HyJCyWNo20xlgoq8UiIoZkMs9k5Tvd1oOo6IzNpjzjT+RJnj3ZydWyWZMpkZGaJY91NBGSJ0RlH+nAXBwEsN4NXgGBARtdNdK9hZPmHkPX5bvOq7i1wRcuvNef6dVdZ3CJBZ0HO3V9AljC05c/U0cSrXaoLiAJeF6CrgePseoXkAHj7tcsnFBvQdBNBFJ2Wb8FpFHH8xArpguZ0GpoWJd0h4m++Ns7F4WkePtTG7/zEkxzpbF5zVBvlFrvj43O5XMXc4o0SxSrBJd2Lt5P8/YVbNMcj/MaP766mvNUs3fWiGV3sRazjxYsXAZ4tv7ctwDsEQTBs2/7/YB+T7rVr18hkMvT19XHixAnvy7OTSWPVyNJPtkePHq1KthttZz382jvOcHEwwbWxOU4dbCWxmCMsWmAY3JpK89SxLoq6RWdrA+dvJYgGA4zPZVjMJjnW3czNqQVeHZmhtT7CXLrAq8PTtDdEmVnKc3V8jkNt9YzNprk5teA9fmI+wxPHujBMG1EQmM/kCYkWlq5ye9apVudyac70tpAz4JKP0F8Zmqa3vQGlnPfgknAwINMQDXErsegt6HU2RplccLYnCIJHXm4F6EIz7RWX+CFZoGTYTjUpieQ10yM9P9GaZU9wvqSvkQUK2srvhiSKWL7qOB4OoBtOGFFe1VeklriUGyy3Vq+uqmVJRLTtFYtvkaBCuqCiGRoCUB9RKGkW6YKGLAnohuXIReWFQVt2Gj2+e2OSK//X39Pf0ch/e89TPOAb77RRpVlpfPzqDrFkMrliYrF/8c6tGE3T4n/80yWGZpa4PpIkEAxSUA3G59I8daKH5757bdOTT+4EW5kaAXDu3Ll7ItZxZGQE4DCAIAifAf7BJVzYp6QrCAIHDhwgHo+v+fIpirKj8Y5+l4RLtsCWJvveyYlAlkT+9D/9GL/+qa9yZWSaupBMqqTR297Aoc4W5jJFbk0tIolwuq8DRRZ5fKCLl24lvG2Yls3htgbm0gUsGw621jOz5PTFt8QjFFWdjsYYTbEwkaDM1EKW799MUB8NcqjJcWxkS46eevJgCxNzGY601XFxZJ5Hetu9/SQWc/zQg4d44bUx77bTfe1kChpFVeOlWwlOHmgmlXMaEKaXCrz5RA/XxudJ5UuEfVeFpmUTLIfhAEQDMpppIYkixbK2q5s2+qqTmEu4YcXxGWeLy5+bv3MNnOrYdTP4bxeFlRU1OE4F9wQCTuOE6+NV9eUmEli5IOfKD+mCiig4UoIiS6QLOtGgglrufBNYrpgF3SSoSNh2WYe3YXA6xS/893+gtT7CQ4fb6GqK8+SxTqQtrlVsJrd4YirB7GKGT35nCMsWmMuWmM06J4uDTRFmslmO9zTT2RTjxRtT5IoaDbEwbz/dt6Vj2Sw2Ox/NlVTulVjHjbAvLWNQPd4xl8sxNDTEww8/vO19zMzMkM1maW1tZWhoCNu272iMeqFQ4ObNm5w+fXpLz8tms3z7/GV+539dpqspTkgWsBBZyJXobWtEkkXGZtM0x8NcGp6mKR4iHgrS1hAlHJAc478AkiCimybRkEIhl0dHYjqVR1Ek5tKOZ/Sx/g5eHpymqzFS7uQSyKuGF8bzxLEekotZRmed0UTRoExHY5zmugiXhhIokkR9NEQylaMuEuRYVxPpQolbZb0Y4HRvO8VCntm8QXM8zO3k8n3+ijYWcixdiiQ5flwfMfrtbJIgYJafFA3KCALkyh1wsiR4uQzu85RywM9qi5wiCoiS6Ektboefd78sEvDZzvzwt1u7+xHKJOtCFgUkSUQ3TI+g/Q0h7vNESUC0nTfDdXUoktNYY1rO+6BIIqZpEQtKNNRF6W1r4ImBTs4OdNHREFsRfL8eippzZfGxL36PC4MJ0nmVkm4iS4J3tVLSTQ40RUnlSwjYdNSFyagGi3mdw61xxudzDHQ38d/e8xSPHenc1H63gosXL/Loo49uuBg+NzfHL//yL/PNb35zx49hG7i/oh1h9+MdwSH2qakp0uk0R44cueOOl63KC+60Bl3XectjD/Dxpi5+7VNfob0uxEy6SHdLHRY2tmlxuK2OxVyJH3jgIC8PJjnS4WT8djTGSJUdD4/1d3J12Fk4O9Vdz+tld8G5o10e6V4fn+PRA3Vcmsh4hPTQ4TY0w0TVTf7t9UmOdTcTCkgEJJETB9qYS+eZnM+UK0+D/q4Ife31XByc5sKg4+I40tGALDk+31xJ4+aMIyss5ko8cLCVq+UFvb62BhZyReeyvqz7ulJALCR7ZCr5sodN23bafQXBcyG4MMqeWaeJQ1nhuXUWwBy3gVzOvRB936XSCp+vhGXbKwjXX4nrlr2ikrZxHBdFn4wRVBwPsrsHZ4FN9qpxt1q2LBvTBlFwAo7c5LRcUQPBeR05VUMSRVIFDd0SmJzP8t3r49i2TVCR6WtvoLkuzPHuVt5++jD9XU1IokhiIcuX/u11TNPi+ZduM5su0BANkC6o6KbzGiJBGdOyUXWTtoYoeVVnYjHPA4daQS9xNZGlLhygvT7M1GKOhojMUHKRj37+W/zaj5zg+IH2Hc3Z3Wx85X4Ku4F9TLrVoCjKtuekZTIZhoaGUFWVeDzOo48+uq3tbZZ0C4UCg4ODlEol7/IH4EdON/CBHz/HP3z/Omf7O7g+mSISUJiYz/DQoXbAJlseDWRZludCcOWGlweTHGytY3wuw8hczrucvTQ8zaGWGAHBZi6n88pEhnNHuzh/O8GRTmf1PByQuZ1wSDqvajx8qJXB5CIv3SrbaVrqeNOJHpKLOa6MzlIfCXKgtQ5VN+hoiDGzlGMuXfC6vvpaIgzPF8rb0+lojNLTXMf18TkOtzdwfcKZqiyJIkbZAqf6goCscqmoSCKyLCAgeN5cfwUrAJGARE41vWrSDYYHKOkrO/pM32LaikCeMrn6F/8EoRyZaVpON1yZF1w9uuizuImC8zrd5ws40lG2uHybuzvb1xhimTbpwnLusm07kkosqGBYNpYFS4XlDAlZFIiHJSzLZimv8jffeY0XXhtlNp3nvW86waf+6VXvZBVSJEKKyHy25GRLlBtKnPZomYAskVjMUR8J8tYHDvL9m1OUdJNHj7RzeXiWYECmrSFGd3OcXFEjmcrxiW/c5g/fU0c2m10xl83votiJ3OJKcKdG7BfsW9Kt9uFtZ+JtNptlcHAQ0zTp7+9HlmWGhoa2c5jAxqTrTmvI5XL09/fT3Ny85vW9/x1n+eeXb/G9m0nO9neSKWo81t/JUDJFR6MTNB4OyGSLGkPTizx8uB0QON7TzOuTCzRGw4zPZShoJo/2NXN5dI4DjSHHMqUEWSrmEQUBzTD4wVMH+c61cW/fP3DqIAVV5+Jgksn5LE3RAGf6OzEtm6tjM6RyRQ611hMNKvR3NpItqDTFQlwYdGxmjx3p4OUhZ9HNzWwY6GoiHJCJhWQulh/nv3Kx7eWWW910Qn9c65eNTa5koJusWHhzc4cDsmMfy6nmis47l3Cj5Tbi4qomCf9i3GoJwnM/SAK6aeJfQzPKZOrPgxBXEapp2cRCAUrasq3NtGyPZMEhw8wqTRmWdWfDMssyw8orvJa6MM3xCK11YYamUyRTeQ61xrlWPoF98muvECwnv+nlPIpSOfKzoDoyQ1M8RElzsj/qIkEePtxGQJH4zrVxTvd1cHV0hleGZnjyWBemaZMqlLg0PE17fZRcSSMaVPjYP7zGX/76/0Y0pKzxFrstvZVGAW3XW7yfEsZgH5NuNdzJmdRPtkeOHPGM6aVSaUekivWaOYaHh1laWuLIkSOcOnVqnZOJwO/8x9N8/KtXyWrOuPNvvzbGI33tTC1kGehqJpnK0d4Q5fSRDizT4nYyRVCR6GyKkS2WePOJHsZnFphZWKK/Pc7NZAaApliIH3roMNfGZnm1PMftTH8nkigwtZjjX66N09UUo6+jgbqQwnw6z2tjs5w80Ipu2hztrieoSJzoaeJimVwlQeBIRwNjcxluJxY50dNMXtUJiyb9PS28eMOplA+1Ljs/bkwu0NvewMjMEqIk8tRAF7eTKWaX8tgI3iW+5HuLTMsmUO5Qi4YcL6/fPSBJorfoppStWqv9uC4My/aqz9XClSIJ2DaeTzcoCajmWnnLD39LslNVL+/XrbKzRcfFICIs5z0AcV8Ghr/K9hOuIgk0RsOEAhKJxSw3pxZwz0Fjc1lPXrFsx6rmBMUvE7vrmggHZBazJRpjIQ631nNjaoGgIpUzJkReGZqmLR7gaHcr528nebjX8XY/cLCV6xNznDzg/DcaCvD7n/sOf/wLb0MSxTXeYlgb7VjNW7zZpghwKt3V46PuZdx3pLsVZLNZhoaG0HWd/v7+NR/cTurDfmiaxsjICAsLC/T19XH8+PFNnSw6G2P8yEMH+D//7iKtdWHOHu1ELCdrfefqGCcOtDC5kKElHkYSRdrqIyiyRF04yL/eGKdQLDGbVbFsUHI6bz55gJJmcHlkhheujHK6r4NoKEBrXYSrY7M010WwbZu2+ig9LXWMzaaJKDKTqQKNsRABWeRNJw7w4o1lH+MPnjpAuqAyMpN2Fo4sm0xRo8u2GZ9zSL5giN7C2dhchkd623l1ZIa2+giHW+uIBGVuTi1wK7HIfKaIjXOJ7la+Znl139V8Q4pMxtA854GbxAZOy65Sbp7IlvQ1hOs6C9ywG3+16jZhuOSpSE5wD+ARriQ61bdh2QTLC3WS6Px/QTWcxDRJ8mSMgCwSUhQyRUcasMvH7095EwQolHySiV25+tZNm4VcYUXV7V/msFadE2wch0U44ATpG5ZNUzxMW32E7PgcqVyJbEHlbQ8e4ptXHCdKX3sDJd2gLuBMQ+nvbOTi4DTnjnZy/naSM/0dvDI0ww+eOshirsRMOs8fPvciH/mpt1AJm/UW5/N5CoUCV69eXWFpq+QtzmQyG9o27yXsW9Jdj6TcTpJqIrx/oaoS2bq4E3/tetB1ndHRUebm5jh8+DADAwNbqsxFUeRHHujm0vgS/3hxkJ6Wei4NJ+luinHqYCv10SDJVI6rY3P0dTTQGIuAZfLijXGOtccJh8P0NDvdU6Yg8q/XJ3jsSAeyJHL8QAu6YWDbNuPzGQqawaFwgJAiYZo258tWtFhQ5syhJl6bSnv2tDed6MGybAaTi3zn2gRn+ztJF1TSBZUzRzq4ODTN61OLPHS4jSujs0wsZDnd186l4RlCikQsJNPf0cjgdIr5zDgtdREM02Y2XfAIGaC/o5FbZceDYS1PzcgUtRXjhlzCdcJtZGwbzyO8mrgcQtU96cFfVRY1vRzE4xDgal+uvzMOHJKzWT4OcLIeDF97tojtEa4kOFM6ciXda9VWdSfQByAWCpAvaR55unqw/zhMy3VMOA9wlTVxlYPC/7rdCSA9zXEmF7IkFnOc6GlmYj7D8Z4WvnllzCPV4ZklnjjWxcy8k+MxPLPktzoTlAAAIABJREFUdCgOOoQrCs78vxeujnvPAfj0N17lF3/kETaL1d5idyZbb2/vut7iqakpZmdnOXr06Kb3dbdxd2Yq7zKqVai5XI5XX32VGzducPDgQc6ePbvuZclOif6GYaCqKufPnyccDvPEE0/Q1dW15e1LkoRlWfzhz76Vs0e7UCSRN53oIa8aKLLEizcmEQWB5rqws9A2M8/EXIrTfe00NtQTDgW5ODKPZdvMpwu0N0SRRJGBziZml/JcHZ9nOpWnt72eJ491c2NinkvDM7w+Nc8PPXiY/s5GhmbSXBxb5KHedp460cNAVxMv3phkcGqOkGQTUkQuDSfpqHem4t5KLhILOZpdKlskHpTpaIgiCnDuaCcBReJfb0wRDjqk4/qJXeR8GqdqmJzubaOnOY5u2Cuyg/1VnVhuuHAmYhgrJk7YOMQVDshe0I7f8+ou1MVCCra99jvgTMVwkFf1FVKHblqEFOd1OOHsy24GRXKIsVResKsrH5/htRXbTn5G+XW4qWuSbweyLNLb3lB+jZSfR3nUkZ9wWUG47uv2oz4apKBqnOhxRuzcmFzggYNtTM47lsDzt5Oc7mvndF8737+ZYGyxyJn+DlTdcZc8OdDN2GyGdEHjezeneKS3jQuDSR7pbefCYJJvvDrC35+/xZ3CDdhxfcV9fX089NBDnDt3jocffpjOzk4EQeC5557jC1/4Ah/5yEc4d+4czc3N9Pf380d/9EdrtqmqKu9973vp7+/n8ccfZ3R01LvvYx/7GP39/Rw7doyvf/3r3u1f+9rXOHbs2Jpt2rbNhz/8YQYGBjhx4gSf+MQnAPjc5z7HQw89hCAIVwRB+J4gCGu8q/uWdNcjrNWkm8vluHz5MtevX/fI1t+ts1swTZORkRFeeuklBEHgiSee2HK8pB/uImFTLML7/8MZzt9OcGV0FlkSmMsU+KEHDxELKTSGJM4PJgmHwyyVTGRJZmIujWGYPHrYGaIZkAUOtNZz/naCy2OztDdEeeuDh5AlgX97fYrv35ziqRM9PD7QTSSg8MJro8RCAc72d9DdGObC7QQv304QD8ADXXVIisJiwSAaCmDbEA9KNIQVLNPkYGMAAZhYyNLVEGJ6Kc/LQzNYtu3pliWfxer6xBzR/5+9Nw9yI7/uPD+ZiftGAVWo+y4Wq3g2ryZbrW5dbc36aB+rXXtkWVLbGm14JFu2w7ty2DNaj7Q7ttZX2ONzx7IcHo/dGkfMWnZYskdu2Tr6ZLPZZJNF1n2hCoW7cAOZyMz9I5FJFFkkq0h2S1T4RXQQjQISmUDmN9/vve/7fp12o8vusPHEoQH6In5W00UkSSSeLaEDoTZOqqYbXF2/y46OvmN7mm7wdsFY3ouCod9rdvOdbWPRoigQcDso1w2KV3UXRbIdDTaLd2v+vYnTLiEJgrXUFwQBRb2x9A+4HRTrCg67ZH1+pU1y02kz9k/TdRytDYe8TuSmxtxmjnMHuhnr9OF1SBZDQqeV8XLjc253hUgtf7tcucHCVo5HRmP0dviYWU+jajDcZSzVt8t1mqpu3cBeXdjiHYcH0XWdzXyZmqyQyJUYjAaYWc9ysC/KzHqG02PG8MZfPX+d//3zz/EPry3d8j3eLe40AmwK1fT19fGbv/mbPPnkk/zxH/8xyWSS3/7t32ZmZoa//Mu/ZGZmZsf7Pve5zxEOh1lYWOBnf/Zn+eQnPwnAzMwMzz77LFevXuXv//7v+bf/9t+iqiqqqvKxj32ML3/5y7ds80//9E9ZX1/n+vXrXLt2jR/5kR8BYGRkhK997Wvoun4U+Azw/968/w8t6N4pTNpYO9j29/dz5syZtwRsNU1jdXWVl156CYCzZ8/idrvvW46vvdzxjiPDfPS9J3Dajcwxniny8myclWSey/Ft3j49SMDj4tBQFy9cj9MZ9FjUpYDbzlBnCF3XOTEWY7Kvg8srKV6e3eD4aDePjHZzdDjGi9fiZIpVDvRHODnew0Iix/mFLSJeByeGOhAFuLCSI1kxFMoqjSY9YR+qDvOpEuO9EcoNldmtMj1hLwCr2Qo+pwE2cxsZXC3gmU/kmejtoDPgYWogyqnxboMdsZamUG2wkS0BsNWaqDMfD0T91hABCJTqCrreqrHab5zeDsloGMlNDblpmHuaUW5pOZgmoDczCNqzStjZyHPajMzXzLQ9TjsN5caIsF0SLc6u12nD67RZ21dbLsjtesBuh51GG32tpmgMdngsh4upbj8vzm1hkwzNhv6I38jIaYEpd59osktiq0ZtjCEvJPKMdYco1mTSxSqZYp0TozEqDYU3VlN0+N2E3HZ6wl4uLifpDvtYSRUYiAaQmyrFqsxEd5CQ18GZiR5SxarxO+k6K+ki//VrV/j4H/0P/s+/+Br/30uzbJfrd9nD/ZtSbmxscPDgQT7wgQ/gcDgsCcb2+OIXv8iHPvQhwJB1fO655+4o6/jKK69Yso43b/MP/uAP+NSnPnWLrONjjz3Wvnp+CbhFDPihreneKXRdZ25uDl3XGRsbo6Oj455LBXerD7eHpmlsbGywtrZGd3c3jz76qHXimNn3/ZDGTf83M37m+x/lf7y2QCJf4lhfAN1mx+ty8eLsBheXEnicdtKFKucO9htTTG4br8xu8MhwZ0uwxUEiVyJTqjLWHUJo1XkneyN0d3g5c6CXlWSBxa08hwaiHB3uYmEzy+V4AZddZLwnQqZUJRrwcGTIS6naQBDgyUODlGoNdHSODnVSaSiEfS7KdYViTebEYJTZjRx2SWKyx892pY5NAEEzLvp0sUrE57SWyG+spOgMeEgXq8QzJQ72Rbi+kcUuiYz3hClW5RbJX7MUweBG5meTRKpyE3sbvax93NfvdgA7wba9RiwKIpquWWBmZreSYACmTTJWILp+IzOWRAFXyxDTfG37AIfpqmyMGTet1xRrsmU55LCJ9IZ9eFx2IopGXyTAYiLPeJef9VyV3pCbQq1O0C1SrmtWacSs8WptWbimG/9625yhfS4HXpdAX8TPN2binB7v4dWFBI1mk5rcpK/DT6pQZS1dJBZw0RP28dpSkvnNHGPdIa7Fsxwf7sLndnB+IcFwFwTcTtwOiaDHBYJArdEgmS8zHAuxlCxwbT3Lf39xlv5IgEODUd5zfJju0A2XFzP2o7tQKBSoVCrfFrKON8VPAF+++cmHFnR3A9FKpcLi4iL5fJ6+vj7Gxsbuuy5rZpd3Al1d19nc3GRlZYWuri7OnDlzi8zcg2jKmTVdME7KRHyNHz/by3/4u1lKNYWukJfLq1keO9hPtaEQ8jpZchS4vp5BFAWK1Trj3UFqioJDEHlpdoMTY93U5CZhnxtV1Tg72cdLsxvMbmbpi/gJ+VwMdgVZ3soxs57hxEiUDo8dl8fDRraErKhcWU3jtOfwOu3kynXDql7VKNdlDg1EWdwyLOhPjXfz6sIWF5eSDMeCLCcLVBoKLoed7ZYxZE/YSyJfIVtucCDmYy5ZRtMh5rfTIj8Q8jo5M9HDUnKbb1xdJ+BxWt/Rwb4OrqwZ/FQBY9JKNlXC2gq/ems71RZt6+bQdAG7JKBqGs2WJ5oJju0sCrihQmaGySixzDS58VqPw2Y4K7f4xzuaYq3X2CQBl8OB3+VgJV2kK+gh6HFgt4kcGeqk3qjTIwqIko2KAsOdERRVZTVVYLsqW4Bruj6DMdWnI+wQ/CnXZQYifrJFQ5Xv/ELC4OfaRM4vbCG06u6vLmwRcNmZ28wz1R/lWtyo/T92sI/FrTzJlSqjsRDRFtvlWjxnTMb5XfjcNuOYVcNDcCtf5uBAlFShzJVvpnhjNcX7HjvI6YmdamB71V0Ag73g9Xpvef5bIevY9rp3YoDu4zdv4zuivFCpVLh8+TJXrlyht7eXoaGhfcnW3SnuRBvTdZ1EIsGLL75IuVzm9OnTTExM7Krr+aBAV1VVVlZWePnll7HZbHzg6ffwi//r4xwf6aY/EsAmiry6sEmmVOWfr6wRC3lRdZ2JnjAnxozmw0q6zEIiz/RAlLV0AafdZrghLye5uLjFO44M8eiBPmySyOxGllqlxEinD7/HwYXlDIIAry8lSReqTPYb0oMNRWW01eTJV+pMtZ6/up7hkVFDHOfKapoOr6NVhzSoUXVFZaLnRjOzL+K3Hgs2owQQDbhxuZwc7g8T9jg4P7/J1dUUmWKNpqYzFL2RKa1nipw90GuApKLf0lAy9G4lA4ybqgXIYEywgQGaztbE2c20K7gxOXZzuO0STpuEJJo1Y+PNO2vAuuWYYR3nTdvxuxwc6O1gI1dmss8wPXU7HczGs9SUJjPxPC67jWyxQtTvBMEYq3Y7HUz2dxjWTgCCgNtulF5qjaZhdWRZFIn4XDbWsyUqdcX67Rx2iULV8PPTdaOh9vaDvSykSsYY90aWswd6OTLcxQvXN5CbGqfGu+nt8HFlNcUL1zcYiPrpj/oQRZHXFlNkyzUkUSTgdhL2uQl6XJw72M8f/uS/4rMfetctgAv7Ky9Uq1VGRkb2LOtobv9uso53knu8Wdbx8uXL1utaj/8Y+H5d12/4WLXioc50q9Uqi4uLVKtVxsbGrEmuRqNx36PAZuwGurquk06nWVxcJBQKcfLkSZxO5222YMT9gq6maaRSKVKpFF6vd0fp4oPvPMrfvDzHpeUkZyf7KNVkOvxuPE47M2tpgl4XL81tcnqil2sbeQ50Bwj5fdhsIvMJgwt7dtIQfb+4tMU/v7HKUKcfnx36wx6ubJawSxW6Ql6KVZnriRLdIS9b2xXeWEkR8rrYrtS5vJoi4nfjsttQVI1HD/SiaTo6uvVYaVQZiYXRgbdPD3BlLWONDxeqDa6upekKeugJ+5BEgaNDnVxeTZMp1jgy1Em+1XibGuzk1QVjEGM+sY3bLjIYdrNZbFCpVm9kpaKIRGtcVxDwOB2WnY6iajjaMuGqrFoZbU1u7hgTNrdnCtyYpYh2vjCC0QQr1naeeybP19UaQ1bbyhwm7cwsnwx1BSlWGlxbz/KOQwMU6zKHBqO8PLdpSGguJJjqC7OWLRH2efB7DFcPWdGIBFw47TY6A166wl6urWeoNpr43Q7kpozTLuIUBKMM0RIHEoFSXaahKJwY7uDV+QQ6xs3P47DR0+Hja9c2mOwJspGvtibYFGbiWQ4PduJxSGjAN6/F8bsdnBzrxu+y88pCgmqjSSzkZbQ7TKnWoNrU+NQPP86jk3c3GNivlu6jjz76bSHruLa2xg/90A8B/Jiu67vSNx5a0DXrtn19fUSj0R1Zrd1utxxX7zfawVLXdTKZDIuLi/j9fo4fP77nyZl7BV1d10kmkywtLREMBgmFQoyNje14jd0m8Vsf+S6e/swXeGVug9HuMN+4usajB3pZTRXoCXsZiAaoyQo9YS9zW0XO+H28cC3OqfEersczvDS7wXhPmKDHSdApUpYVrqbrPHqgj3i+iqJq9IR9bLSYA6PdYUI+Fz6Xg6DXRa5Uo1CpE/W7eWUhwUauxKlWjRDg9ESPNRb8yIiTi8uGXbkh/mLn0FAX5VqDck0m6HHw6qLBzT013tP2Xdw45vV0EbH1m0/2R7FLIi+1eMPxfM3i28pNlekeH40mrGQrlGqNHZxVc+zXaYJvW9q50/DSjiQKO0oR7pajMBhZclVuUuMGrazW+ltNNoCvXJNbPF4dr9NGU9Utnq9dEpjs62AjW6ImN3lkNMbz1zc4PNTJ68tJDg910myqnDvYT6FU4UB3CJfLiSAIiH4XPpcdv9uBJAr8wJkJfvjth/jHS8t85r89T6XloKxqGjabRKHRQGzTj3C1lMxm4nkO9Ye5Es+zkS0x1ukhVzAamLOJAmGvk3ccGeLqapqmqrGZK+Fy2NjKVzjYF6HD76JUk/nnq1u4HDZOjXXjczt4fTnJR546zkeeOo4o7m31uV97ILvd/m0h6/jpT3+abDYL8PstTGrqun6qfV8fWmlHuL28Yy6XI5lMMjU1dd+fMTs7SyQSQRRF5ufncbvdjI+P4/F49rWdhYUF/H4/sVjs7i/GANtsNsvCwgKBQIDR0VFEUeTSpUu3dYH9L1+9zJ/90yW6Ah5KdYWV5DbRoIelrW0ePdDHy3MbDEf9gE6sI4Ciaixs5pjsj3B5OcVw1Eup1qA7EuS1JWMcuDPgZrS7Ax2dhtJEB66vpdER8LsdxrLWYcNuEylWZYvmtV1pYJMEQl4XmWINp03C63aQK9UIepw0VY1KQ+H0uAHGBi3JmOLqi/gttoK3BRZ1xRhjjbZE2UVB4IlDA8xv5tjIlXe8B+DYcCfX4lmODcfIlqospwoWaPcFXWwU6q3t21rb16zPax94CLfs6TWMRpdZdzX91USBlo37jfe4b9Lg9TjtiIJwyxhwu7nm9EAUt12iUJOxSSLpQpWg10mtZRckigL1hkLI5yK1XaYr4MHncZHIlUAQGOoMMBAN8OF3H2H8JreJP/nK6/zlN2fYzJVRmhoBt73VWBNoKCqNprpjZPnMRA+LW9sIAlTqCoMdHma3ikx1+7m2ZXzHfSE3fREf5YbKcqrIQDTAeqZo3OQGjJtgqlClWG3wRx/7n/Yt/WjSO32+W5ts7aEoCk899RQXLlzY1/bfgrjt3eU7oqZ7czwIpTEzFEVhdnaWtbU1Dh06xNGjR/cNuLC/TDefz3P+/Hk2Nzc5evQo09PTuFyuu4r5fOCdRxiIBnn++gaCYGRlkijw2FQ/uq7z9kMD2O0SAbedCwtbrKULeF12rq+nGIm4md0qsllo8NpSirdN9XNsJEa2VEPXjYm0S8spXDYbsqob3mm9rekhuWmR7OuKykTr+WbLcdguifR0+Dg21Ml0T4Dx7iBnJno4Pd5DU9OIBtyU6wqHBowZ/Y1syaoJVxoKhwaN510OG9MDUU6P99AZcLOeKVr+axvZEodbr7NLIl6nDZdN5PxCgqVkgSNtzguaKDEQDTDeHWr5pN24DCoNBZtgAKdppWN+46puMB38brvFRPC5jMeSYFxMbqeNmqzia1kdmRNv5bpsjPgCPSEv5bpi7dOx4S7mNrJkSjWDAQLEQl76I376o35iIQ+pbcOSKVOs4nPa8Dht5Ms1Al4XhwaivOvoEL/8r5+4BXABfvyp43zlP7yfv/nF9/GDZw/gcRo3uGJL90EAFEVtsTjg+kaOQ4MRcqUaNbnJ7FaR0yNRvD7DzBQgEvTyymKamXgOr0NEleuMRj14nTZyJYPxEA24+fOfe/qetHb3Wl542EaA4SEuL8Cbq6lrukTUajW6u7sZHx+/r+1JknTXfSqVSszPzwMwNTWF3+/f8fe7AbcgCPw/z7yHn/nP/8BqqsCx0RivLyXRNFjcMsRvOgNu5hNlo/SQzOMWNfp6O2iocGLMhwBsVxqspYtsZEtoOlxZTVluC1dWU7jsInVFY2YtbdVAr29kjZplUyVXMuqvLruN7UoNj9PGSqpAPFvE57CxnSjid9lRNGOI4fR4D7GgF0kUGOw0MiaHTcJllxjtDuNxGmPCS8k8V1ZT5MsNNF0nWagy2ddhuQ+rmsbJsW7WMgVemE0wHPFSbGkYmEwCv9tBf8SQnry8amj5Ou02GoqhRRALepjoCfLN60YpRG5qBFw2inUDWDXthj6D4Txs3NzddhFNF6i1wLhcN9gjJr8W4NBglO1KwxKCf2M1xbnJXl6a3eTIcBfzm1mm+qNcXk1xfCTG8zNxTo5389pSkhOjMZqqRsTvxoZKTTZE6Q/0Rnj/k9McGbr7Cmqsp4PPfuhdAMzGM/zZP73BqwsJ8pU6DUUzhONthk7F16/GOTzUSaZQRRQ0rm5sU5WbLUrgADW5yWRvBxvZIn6Pm8XWMY3FAnjsIs1mkw+e7KSWXme+lt9hB7QX+uVeQfdh09KFhxx0bxf3Y9ljKo5pmsb4+DilUumBiN7YbDYajcauf6tWq8zPzyPLMhMTE7c9ifbCxogGPJye6OWbM+uAbtVETR8zs+t+fn6TiM/FUrZONBLmjaVNfC47oihSbDWaTF3eqty03IGrcpOD3T6ub5XxuZ1MD0Qp12XqcpOAy85L85ssbm1zcqzbquGenujh/HyCpqrTG3azXVMo1RWr5ntxeYuQ18XV9QxnJnpI5MqspwuEfS5LX3ckFkTTIVuqWxoOYHTbBQGOj8RI5MvU5CbpgkGBMgYmjFhLF3j79ACvLRoC65N9N4ZkcuU6p8a7ERB4fTnJpRUFl8NmTbUNdoVwSAIz8ZyV4faHXMS3jRKFgNGUc9ptmFTcnrBxEzFBtzPgIVOs7ZCiPDLUxStzm7xtqp+60uTMRB/LyW2ODnUxs55hejDK3GaO8Z4w2XKdal0hGvCgKSqRgJtTB/r4ifccxeW4lS1zt5jsj/J//9g7AZjfyPD5r77B89fWKdcUarKCQxK4sppmuDOI3ynS4XOzlikz1BXkGzNxixVycqwbRdU4Pd5NuaEQz5To7fDzJz/zNJ1Bz65CNgAej2eHqpjD4dhxfu+1pvuwaenCQw66twOhvWSVN0elUmFhYQFZlneI4NRqtduC5X5ityy1Xq+zuLhIqVRiYmKCSOTWpeG9xDPvOc7nvvI665kSsZCPVxcSjHWHifpdyPU60z0+MlWNwa4g6VKCN9rYAya4AiTb3IGrdZnjozEcNon8doGQ18lWvowgwFa+jK4bQGNmgYlcyXrverpoPV5Ol3HZJeqKSrpoXIBNVWekK0SmWOPaegaHXSJXaXC6p4NE3nhNh8/NctLIptR2XzPgyGCUi0tG4+2R0ZiVSc6nSgx1BekKeJjdzFKuy1a9dnYjx0iLK3x8pIuG3OSNFr/XABGj1nxkqJNssUok4LHqrybf+PBglI1sCZsA6XIDl27s13RvgJlNg1R8eDBKrlynqWrEW2UTl11isj/CG2tpDg11cWklxUA0wFKyQIfXRbZcY7w7TMDjxNcfRW419Po7DBqW2tD5sXdM8Y7jD0bkZaIvyn9sAfDseoY/ee4Ss5s5wh476WKdN+KGyNDRoU5UTefUeDfJ7QqxkI9X5o1zxe+yE/S6ODzYyX/66HdZ3OnbmWRWq1XK5TL5fJ719XVkWd4h76iq6p6s3v8FdL9NYj/83HbamSkg3h4PSt6xHXTbpR3HxsaYnp5+oIr6AY+Tj3zXI/zmX7/EerqIJAosbuWZiPmZT5YY7/KRKlQRgMenBqjKCm67jeevx7m4mKAr6MFhl+jr8DPWHeK1xS2urGU4OtxlAfLR4S62KykSubKVeSbyFY4MdfLGaprNtsdb28bjjVyZTq+NWDhAoa4g6DAw5TdMGVtE/EpDwedy8PLcJjPrGavBM7Oeth7PbeY4PdFDpljj0kqaU+Pd1rFfXjZoa8Vqg4mYn4DPa7EaLi8bI625kpEJ94R92CXJ0hA2J90Atqt1Tox08Vrrb5pusCwO9kUsqlpdbhL0uiyQL8sa7zg8yD9fuSEAX6/VKFfrFOvGb7+VL3N0uBMQODLYSbpYbXnCqQjoOOwiyXSZsNfNqwsJjgx3kdyuEPQ4CHkcjPeEeXyghyMH7k67upeYHIjy2Q+/G4DVZJ7Xl5Ocn5knV4NcVWElXaBYlTkz0cNyyljRaC33jMWtbT7zo0/uGFbZLURRtMC1PdqzYlmWrebYnbLifykvvMVxP0DVnmWOjY3dQjsz40GCrqIoLC4usrW1dU/SjvuJD7/7GP90aYlGvU53IMjVjQK6aPzcC6kyo91hlrbyDHYZoOpxSEz2RXA7bATcTr4+s2aM3PZHLJqU0qZZqLaJaStt30+xZDS2gm47XofE6ZYylU0SyZVq5EqgIrHQNqVmgt7xkS6urmVw26XWZJSE0y6xuLWN3+2gL+JjK19haWsbdFhOGtu4vJIi4HFSbI0hGzeBJDObBVz2suXPpuo6Y7EQ6DojsRAvz20Q9t2g/CmqRtjnYjRmfCfmUAcYXNZTYz2Wo0Y04KbcaDIQ9Vuge3q8mzdWU1YmPxILkSpVGes1MvHBqI9iVWYrWyRbbhALuEgXa0z3d6CoAn0dUVKFKoeGOnl9KclkX4RipcFIZ4CA18n3nh7n3cdGuXz58j2LJu0nhmJhhmJhDgR1enp6WN1uMB/PslWokC81EEWBRLZE0OtiYavA537quxnsvPemVntWnEwmOX369B2z4q9+9avE43FCoRB/+7d/y8///M+jqiof+chH+IVf+IUd2240Gnzwgx/kwoULRCIRvvCFLzA8PAwYCmOf+9znkCSJ3/md3+G9730vYCiMfeITn7hlm7qu8+/+3b/jr/7qr5AkiZ/8yZ/kp3/6p9F1nU984hN86UtfYnFx8TLwYV3XX7v5OB9q0L1b7LY8aXdrGB0dvWuW+SAmyTRNI5lMsrW1xcTEBOfOnXtTL5pqtcrKwgKTUSfPnk8RC3pxOWy47DaemB5gKZGxartGZuslVagQ9DqtTHaoK8hqqsD1eJbR7hBLW9tci2cY7gqykipwdT3NYDTAWqbIRqbIydEuRFGi2pCZdDqZTWzz0vwWXX4nqZJRnukJuUls11jY2rbGfZe2ti3tV3NKq6aoOOwS5+cTdLQ0GxL5Mg1FZTVtANzVlhJZpaEgNzWOj3S0uKNlXp3ftMZr64rK6eEuzs8nDB5razjAtA8abpU1bJJIh89Fh9fF+UWjFv3aUpKhzgBOu41itcHXrq5xYjTGcqqA0yaxkStTrNQJe530BF2cb2XAZyZ6yJfrbObKVBoKcxs53jbVz+WVFAd6O3h9KcmJ8W4uLCQ4OhTl0mqWkU4fC1utJf12mb6QG59DJOR1M9gZ4n977wm6Ql7rfHorQNcMVVVxOBwcGw61bKBuRF02NHa7wz46fHt3e7hTaJpmXZN3yoozmQxXrlzh2rVr/O7v/i4HDhzg+eef5/HHH+fpp59menraen27wtizzz7LJz/5Sb7whS/sUBjb3NzkPe95D3NzxkzDxz72Mb7yla/Q39/P6dOnrW39WUXnAAAgAElEQVS2K4yJokgqZSQNX/7yl5mfn2d+fh5RFD8K/AHw6M3H9x1JGYNbwVKWZWZnZ7lw4QKhUIizZ88Si8XummneT6araRrxeJwXX3wRgI6ODoaGhu77grkdt1qWZa5du8alS5fo7e3llz703YS8LpKFCgcHDOfdzXyZeL7G3EaGx6f6OTHew9RABEGAa+sZvC2qU8R/gxbXng32dvgZjXo4OtBB2KkT8jgo1puIosT5hQRX17P42yQXB2M3Rnw7Aze2E3QY33uuXGcsZmRH19az1s1gvSW0kCsbjTOA1XSB8dbIcLXRZHogajXRCpW6Vcoo1RWLcgbGkv7MRA+apvNSm+kmwMXFLc5O9hINeDi/kGBhK28pnzntEiOxEHObOUvdLJEr0xv2WlS1RlPl0ECEmc2Ctc2arFBuKFb9eHogygvX4hzo62C7XOOxqT4EBN52sJ9CTaE3EkDWRTwuJ36fF4/LQSzkQdeaTEcdPDVkJ7G6wOLiIqlUCkVR3rQV0m5xp6aWy2FneqDzgQEu7I254HA4eOqppxgbG+P7vu/7ePLJJ3nttdfw+/3fMoWxL37xi3zwgx80WVUvASFBEG7hyz3Ume6dTjyTq6vrOisrK6RSKYaHh5mYmNgX6N0L6LZPkUWjUc6cOYOqqly9enVf29ktTK5u+0XQbDZZWVkhmUzeYv/zse89xR99+QJrqW3skshCIs9I1MNypkqprnBpOYlNFBjqDBLyuujwuZlZTzMbz3CgtwOP045NFDk13sPCZo7z8xvYJYFqporTLuFoadG+sZqyxmavrqUtitnVtRsZ6fxWAbddoqaoVJrtsovGvqq6Tk/AMGrc2q4w0hVgOVUknila2XB7vVAQYLgraDlLmAwNgMR2BZdd5MhQjOsbWaIBjwWC8UwRuyTSHfa2zCJVtvIGiOYrdU6OdVOoNqg1FL7W0q9Iblfwuuy4nPaWTQM4bBIH+zp4/vom3UEXW4U6hwYMBbWDfRG2y3Um+yJcXU9zaDDKcrJAxOdiNVVEUVVCXhfZUo2DfRGKVZmBvgCCKNAV9NAd9PITTz3CUCyIrus0Gg3K5TKlUolarcbFixeRJGlHrdPn8+1rimuvsd/psPuN/eguFItF3G43AwMD1nu+VQpj7Z/RijjQByTan3yoQfdOIYoiKysr5HI5BgYG7nlJv5/yQvuYcCAQuEWT4UFY/5j7YyqOxeNx1tfX6e/v3/UYf+Tth/hPf/MKfo+Ttx8aJFeuUSwaU0WXlpOWEWRn0Mv5+U2CXieyoraUx1yWJc+JkU7L8nss6uV60ljuHxuJ8crcprGMHzLcA2qyyqlxQxvB5bBzbLiTSqNJQ1ERVZlEyVDCOjXeTb7coKkLTPVH0IGgx8GkZIifB1wSzbALSdR4ZDCErAnoatOgleUrvDKfMJb7GFmm2SBz2CR6Ql6CDtGireXbNFyz5TpPTA/w9atr1hhwX4efjVzJsiG/uLRlid30R/wUqw16O3zMbxqd/BNjMSp1xeL6+l12YuEAV9fSNDWd9WyJyb4OvC47j4x201CadPhcuJ024tkihwe7uLi8xfGRbhL5MqPdIUQEbJLIE4cG+J/PTWFrCdcIgoDL5cLlchGNRslkMpw6dcoyeTStbMrlMpqm7Wg8+f3+W+hY+41vRTljP7KOIyMjtzz/rVAYu80K9JYnH2rQ3e1EUlWV9fV1stksPT09nD179r7u0qIo7kl8PJ/PMz8/j8vl2nVq7UH5rZmauolEguXlZbq6unaI39wcfreTj7z3BL/51y+hNFXy5TqKqvG2qX6UpobXaSdTrPL6UoJowE2mWLNoY1fX0lZTaC6Rx97y59os1LGJIk1NYyV5oyZbrDaMoQiHDV3Tre3NbeTYbFG/+sMektuGLkYs5GVxywAxk+kAhjtxrlynK+gh1RrX9Xk8XFk3mAWTMR/rGSMzTW+XrWNdSRV421Q/C5s5Li6nGO/y7/jbVH8ETTf0Dq6spXcoiPV0GHXvRrPJN6/FOTQY5WqLQnZtPcPhoU7Ot/y/Ql4nmqqz2PJrA0OOURAMXYWRWIhy3dD3vbRsNMTeWE1xbCTGXDzL0eEYggCPH+xH02GsOwytceKfeOoY0wM3puduF4IgWBlbO2VK13Wr8WSKezcajR10LL/fj8fj2TOQ6rr+loLufgXMx8fHee6556zn7qQw1t/fvyeFMWDPCmPPPPPMjs9o/1hg8+Z9/o6p6WqaxtraGi+99BK6rtPf3080Gn3Tl0WlUokLFy6wvLzM1NTUbceE9wred4tms8nFixfJ5/OcPHmS8fHxu56gz7znGGGfyzB6bHXkk9tVXpnf5J+urBINuBnsDHJ0qItDg52spgo4bIaD7XDEOJZyvcmxEeO9xXqT0wd6OD4aYzgW4onpQUIeJ7ObOQQBzs8neHVxyxKn3sxXODRojAnH81X6OoyG0FIyb67Ud4zijnYbFKBUoWrVcK9v5qx6M7YbsorruQrdQTdhj52RqIdMbptkwQD1xVSJrpZXW9DjpDPoZnYjRzxTIlWocmTIGBu2SYaFT7pQIZ5p6TdYGgv21vitMdjQ4XPhddp5fSXF8VGDqnZ8KMq1zSJXVtO84/AgAbeDiZ4OFjZzHOyPcD2eZaKng5VUgUjAQ6nWwGmzgSBgHLbOsaEufvlHntgT4N4pBEHA6/USi8UYGxvj2LFjnDlzhkOHDhGJRJBlmdXVVS5cuMD58+eZmZlhfX2dfD7/wEbn7zf2C7pPPvmkpQYmyzLPPvssTz/99I7XmQpjwC0KY88++yyNRoPl5WVLYez06dO33aapMAbsUBh7+umn+bM/+zOzgX8WKOi6vqO0AA95pgsG2G5ubrK6ukosFrOyvuXl5TfFPt2MvU6RPagoFovMzc1Rr9eZmpqyivd7Cb/byc//4Fm++PIcsqIiiQILiRxHhrp4YzVF0OPi9eUk65kiXpeDal1mutuHLjkQJYmBqEBn0IPbaWOqP8pKMke6UGWhlekd7I9YpYd2Wln7TUZo0//oCnjYyFXIlupMDxi+WtfjGWsKrNA2Ohv2GuWZpqpzZKiDi0tJZjdy9IR9JPJlJFFgeqiTF65tkM9UcTsMTdtG0/Ay63CJhF0+4vkaX78at1gTAFVZYSQWQlU1XplPWAMRgDUdt5YuMrdpjBmfm+wjnimxnjWafLMbWc5N9vHi7AaiAMdHu3lxdsMC2pFYCE3Tmew3auNhrwtJEhB0QDDEfTr8bj70ziOcHN+/PsF+YrchBbM8US6XSafT1jXjcrl2ZMUPIlnYT+wHdMvlMqFQ6NtCYey7v/u7+dKXvmRKBvxn4Jnd9vmhVhnTdZ2vf/3rdHR0MDIyskM8PB6Po6oqQ0ND9/05L7zwAufOnUMQhPuaInvhhRd47LHH9vXZJrgrisKBAwdYX1+nr69v3yBfV5q8+xf/Cxu5EtPdfkSnmw6/i41MieVknoFOgyJ2MObjerJMV9BLrlSjqWk7xm5NkASY6O1gvgVIo7EQSy3erKk4BTdqpbGgh56Ij3KlhsfloFxXaSgqA51+3lhNU20oHB+JWZNlZvPKLFHAzhLE6YkelKZGvlKjUldawjzGsZ4c6+bC4hY9QRdhv5eVdMFS0JruDTKzWUASBSZjPsqyylrWyIw7g25ypTp2m8ThwSi6rnOhJTHpcznoCnloNjXWMkU8ThsjsRDb5To+pw1NUynJGk6bhN0mkS/X6IsEWEjkODTYidtuuA/XZIWmpuFx2HnsYB/vf+IwTsf+cp/z58/fVmnufkPXder1ujWkUCqVyOVy+P1+C4RNDYU3axUZj8cRRfGWEsFu+/rEE09w8eLFt5TNsce47Q491JmuIAicOXNm13rTnbQO9huSJFGr1axa8ZsxRXZzNBoNFhcXKRaLO8D9bkpjtwuX3cbP/sBZfv5PvkJ8u0ZDrdJQVI4MdeF22PBLKkcGwpQaGkGPk1ShYmkjtLsr2Nr0DExrdYCwzwVJo7HfH/Hhc9mpy016Iz5K9QbJQpXBriALSWP5fmggylJym1y5io7hnCs3VcJeFzabwFh3CEkwvvtHD4RJblcoVusc6O2gWG2wnNw23Gpbhdn2m0G+XOPESBcXl1MkCnVrbBdgKV3m2HAX2VKNmUSJ6f4wYIBuulDj2ECQjXydVxe2cNolAh4HTVWz6s8jsRD9ET+CIHB1LcNQV7BlUeTAaZcY7gwa8pQdPko1mXMHelE0DUGHpq7hkCT6Onw8857jlhrbt1MIgoDb7cbtdtPZ2Ymu67z66qscO3bMAuGNjQ0qlQq6rt8yLXY3Mf+9RLPZ3JeS37ch4N4xHmrQBeOi3C1bf1Dyjs1mk0ajwYULFxgdHb3vKbK7zZOb9K9UKsXIyAhTU1M7Xn8/DbkfPDfJ37+2wMvX1i3WQXa7SKXR5EqibGWoj03102xqSJKAXRK5vp5hvKeDhUSOyyspIj4H2bLMzFqa6YEoLocNETg+3MX1jSyvzG2i6cYyaSVVsOq11+IZbKJAU9OxtzrzNVnlxGiM15aSXF3LEA24SRdqOO1Fq/nWFfJYU18nxrqt5f6xkS4utabZTEHzo8NdJPIlnDbJWqbFM4YORNDjYiQWRBIF4i3t3esbeTqDHkrVBocHO8mXa2TKxs26oagMhV3Um5rV8JMEiIQ8XF7NcGyki9l4lsmeEFfjOY6PxDi/kODwYCeCIBDyOkkXa6iaRiTgxilJvOvEMD/w6OSOGva3c5jMBZvNRigU2rHCunlabG1tDVmWcTqdO8oTbrd7X424vZYX2ocoHqZ46EH3zZJ3NFkQGxsb2Gw2Dh8+fN+6nSZg7nZCaZrG+vo68XicgYEBzp49u+uJeq+ZLhjNqn/9xGH+8fVl4qksR/qC1DWRYx1BLi0n6Qx6WM8UubyctPR4z0z0ojRVQj43Xpcdh01Ck6sEPW7WskW8LrvV1R+I+C1RGJOzazglGPtbril4HCJNWefySsqSPixWb4h7j8SMCbF4psRYd4jFrW1m41mcLaubWpvAePvjbKnKmYkeXmntS0fbgEayUOHJQ4NcWEhwcSlJNOC2nCU0Hab6I8xt5nm1xfEd7wmz0GJrSA4nQbcEuRqH+sJc38wb7+n2Ua1UOTLQQV1WODpoOE6fnuhlu2II3IiCQNDjRGxJVn7kqUfo6bizKPfd4q2ur96JvrXbtJiu65aGQqlUIpPJUK1WEUURr9drlSd8Pt9tgXWvoFsqlW6RP30Y4qEH3dvFvco7tjfmTBv12dnZB3Ky7wa6prnl8vLyLbbtd9rGvUSj0SAmVZjodDOfrtHfFeGNuU2GOwOcHOtG17EcGEyniWShwmoryzRHg502AVEQaao6M2tpC8Dibc4Npn4tgE0UkETjIlVUreWIq6O3Mt6VdIHesJfNfIWFzRvUNFNUu1xXrMGHa/GstY/LyQKPHeyjrqhcXk7SH7lxU5zdzBMLuHA5HUiSyGaubFmPZ4o1jo/EmN3Icmiwk9cWErRJSeBz2Qn7XHSHvFyLGzrB7zwyxD+9sYrf7WAwGiBTquK0iSSLNeyCjk9rosgycl3EYbMhSUYN1+uy8/TpCd59fOSBZGXfzpxZMJIgp9OJ0+nc0e9o5xQnk0kWFxdRVRW3272jPOFyufZsv769vf3Qid3AdwDo3u5Ettls+yov7DZFZjbm7kUqcre4GTAzmQzz8/OEQiFOnz6Nw3Grw+zNcS+ZbnvJYnR0lB87N8yv/P08Fxe3iAY8rKSLdAQ8vLa0xcmxboIeJ5IkMNhqrh0biXFpOUnY62KVAo2mznR/0NKXddtFapqOjsFXbarG45DHQbEq09R0XA6HZVejo9FUNZqqwTDQdWN4QRSg2lDo6fCiqjr1hsKZiW7kpoZDEjg5Zoxt+10OQl4ny1vbLTNLo5Y7t5nDYZMsKcTBiJeLqzmr7msOgoDhDOF3OywPt3Y/NwEjU74WN3jBR4a7+Kc3Vnlssg9BMIRxdNyEfS6UporcaFCsN3E5HQQ8DlRNRW826fbbePdBHx0UWFxc3MGRvVcAfquX1A9qGk2SJAKBwI7Voq7r1Go1KytOJBLU63Xq9TqSJBEMBvH7/bcVPn8YFcbgOwB0bxd7LS/cbYpsP9u6W5igWygUmJubw+l0cuzYsX01DfaT6WqaxsbGBmtra/T391sli6nedZ48NMhapkislc2Z9KsLi1sMdgaZWc9w5oBRWvC57EwPRLm6dqMkMBPPWZ8jiiKioAM6LpuELKjITZ3tqjF5hs4OfzCnXaJ5k715TVGxiSKNpspWvmoBZzt7wXSJcNklbJJIVW5ydS3DSFeQ5VSBQrXBybFulpPb9Hd4mdnYbgGU8UEdPhfZooORWIgXZzeZ6AmTanF649kSYZ+LoWiAi8spjo10IQoCj4zGOD+f4OiwMUF2aLCLSl3G7bSzkMjTHfIhiRJRvw2304kgikx0RvneM+McbYnDyLJMqVSiXC7vWG63swH2OsKr6/pbOpJ788j5gwxBEPB4PHg8nh0UyPPnz9PZ2Wk1r9uFz83vy+FwPJRauvAdDLp7GUa42xSZGQ8KdHVd59q1a0iSxOTk5D3ViEVRvGsGb1rELywsEI1GbylZiKLIJ54+zdP/119xPZ6hO+zDbpN48tAgq+kifreDtXSB+Y0cNVnh+WtlQl4niqqjaRoOm+EeaxNFqg2ZSqPZKgnolBtNS0sBwOO4YfRoOOaqVOqK1VAz/wWw20SasobcVC1r81ypZgmgJ1oiM3VF5eRgp6UU5vc4cDtsTPSEEQXD5+zympGlHhs2RMIBKg2ZgMdp/b+3jX0RC3lwSKKlFPbGSprHDvaRLlZ5fKqfhUSOMxO9aLqOy+5C02CipwNRgHqjAeiE/S6+9/QETxzaSVN0OBxEIpFbltvtGZ45wuv1eneA8c2rn29FpvtWljPAOH8jkciO4zSbdqVSiWw2y+///u/zj//4jzgcDn74h3+Yb3zjG7jdbv7Nv/k3b6qs44c//GG+9rWvWWD/p3/6pxw/fpxCocAHPvAB1tbWaDabzMzMPKPr+ud3O76HHnTv5QQslUrMzc0ZWd8uXmQ3x/2Crkn/yuVyDA0NMTo6es/bulumWygUmJ2dxe12c+LECVwu1y2vEUWR4c4AH/1XJ/i9v3uVWMjHxaUtqg2ZQkUm4LZz5kAPy1sF3E7DZtwcWCjWFCRRQK4ruB02lFYxtP0Gp+rGEt1hlxDQCbgdVOoKclPF6zRKNqqmoaNht4k4MRpaNbmJ0yYiiqLBbpCNHNXnclCqyRRrsmWffmk5ictuIxJwUanLxEJeSwfh6GCUy62SQ7P1XZlavYeHOq3a85W1FNGAm4FogItLSSJ+F56WNfpUf4SXZjc4MtzFWrpocG8rhmlkU9OItFS16rKMxyHx9MkRvvdtx/b1O948wtvOBshms6yurqIoCk6n0wJhm832UJYX9hs3H+PNTbvf+q3f4s///M9ZX1/n85//PO9///v5xV/8Rd71rne9qbKOAL/2a7/G+973vh3793u/93tMT0/zt3/7t6TTabq6un5DEIT/quu6zE3x0IPufqLdkmc/U2Q2mw1ZvuW7u2s0m02Wl5dJp9OMjo5it9vxer373k573K6mW61WmZubQ1XVu95ITEGPn/6+Mywnt0ltl616p8kYyJUThk03LbtwTUfAAEYzarJhQa7phuaA3+2gJjdRVQ23U6LaUNnBlNbBIwoUW6LoDpthVW424oznREr1JjX5huV5Xb6R2Qc9DuqKhtxsUleabGSN7NdsugFs5orW43i2xLnJXl6cNUbgK21ljojPzXhvB89fiwOG/9q5A30kCxUurRjmkHW5SaWhEAt6CbgdCAKomk6mXKEr4OOnvuc03W5115vbfqMdWLq7jRFjU2HMLE/k83nK5TKvvfbaLcMKb0ZG+q0C3b1EoWA0eI8ePcpv/MZvAFgSjO2g+8UvfpFf/uVfBgxZx49//ON3lHUELFnH223z5hAEgVKphK7rlMtlgBywa6b20IPune76pjiM6dhwr15k+22kmToQGxsbDA4OWrXUWq1236I3u+kELy4usr29zYEDB/Z0bCZwO+02Pv2j7+DHfuOvyRareJw2ki3dWE3HkmSstKhfLpuI32WnrjQRWwwDmyhgs0mIgki5Jlvc2GpDtWheYAxn1JWm5UIB4Gw1vVRNt1yFq/KNY3PYjecUVbckIbersgX0AkCr9FCqyRZIF2pNYiEPAiKpQtkCdIC5zTwD0QBBj5PVdIGLS1uWP9xoLMjsZpbBzgCPT/UjClCTRAIeB3ZJolhpUKzX6fS7+cT3nOGdR4cBWFlZedOyz3aFsc7OTiKRCJubm4yNjVnlifa6Zzs/9k60rL3GWw26e/FFM6NYLNJoNG4rwWjGg5R1BPilX/olPv3pT/Pud7+bX/3VX8XpdPLxj3+cp59+mt7eXkqlEsAndF3fteP90IPunUKSJK5fv06hULivKbL9NOXuRP96EEpjJmCqqsra2hqbm5uMjIzs0NDd6zZ0XSfsdfLFX3ofz11a4dlvznBxcQuHTURAQBSMzFMQDOWEuqJSb2krOG0G6MmqjsMuWI0yh11CbgGtIBiOvDZJbDnzSjQ1HUkQkFWVcl22FMrMUDXdquHW5KZFH2ufirPbDDDXAY9dsoBaEgXsgki9qVpKZgAXFres2rEoGFN1V9bS1t9PjXfSVDVm1tMoqsZoLES1oVCpy9gkkVKtgaZqnJ0a4Cff+wh90cCOrHI/QHG/YVLG7HY74XDYMlCFnVoKN9Oy2sd49yP1+FaD7n5qyIVCgUgkYmW8ZryZso6/8iu/Qnd3N7Is89GPfpTPfvazfOpTn+If/uEfOH78OF/96ldZXFxkYmLidwVB+Iau68Wbt/UdCbomRcr8Ue53ZPduoGsyIBYWFgiHw7elf5k+afcToihSKpV46aWX6O3tvSfpSlEUaTab1jGJosh3nRjju06MAfDK7Aaff+4SFxa3KDcUdB1sopHparqG3WZrZY8G2NUaTQsoVVUj7HVSaSjUZdXKYGttn293SOitr1PXdeySiKbpOGwictPQL3DYJDRdp1o3asgepx1REKg0ZBqK0WiDGxY/YNwAbOKN/3fZReqKhqrprRKJRl1WWU5uW2AOMLeRMWhuOkT9blbTBQPcgFjEz/c/OsEz7z6Oy25MP6qqarnV3s+wyr3EnXi6d6JllUolCoUC8XicRqNhTY2ZYHw7Gptp1fNWxe2Gh3aLQqHAqVOndmShb7asY0+PIUzkdDp55pln+PVf/3UAPv/5z/MLv/ALCIJgCt4sAweBV27e74cedNtPlPYpsoGBAbq7u+no6LjvLOROGer29jbz8/M4nU6OHz+O23172xJJkqjX67f9+90ik8kwOzuLqqqcPXt23xeDruuWyPXMzAw+n49AIIDf7ycQCFi85DOTfZyZNNxmZ+MZ/uhLr/DC9Q3yVYWmBpquGpkC4Hc5WvQuHVEUqMkq25WGVWZQmqrV/PI47VQbyo46rk0UaKoaOkamCkZGLQgCNbmJJICm65RqMk6bRLPVuNN0jbpigJ25XTCy2KZmZtoiHoeh61CuK7TJRuCwGXKOkihQrCl4HTYCbgmXTSDodTI50MlPfc+jDNxktGgCrLlS2N7eJpPJ0NHRYd1QBUGw/nvQddb9Dke007JisRv+Zu1OFOl0mmq1usOJwuTHvpmUsd1iv7KOb3vb2/jMZz7D8vIyfX19PPvss/zFX/zFjteZso7nzp27Rdbx/e9/Pz/3cz/H5uamJeuo67ol63jzNhOJBD09Pei6zl//9V9z+PBhAAYHB3nuued4+9vfTjKZBJgElnbb74cedGHnFFlPT4+1rJ+bm3sg+gu7ZbqVSoW5uTk0TePgwYN7Gke81/JCqVRidnYWm83G9PQ0S0tL9wS4ZnbW399Pf3+/NSGUyWRYXl5GURQ8Ho8FxKIoUkmt8eOPDfIfP/gunE4n//zGCn/36iLzmzni2SLVugKCgNzUWgI4xrLfzHCb7fXahmKJnzttNqqyQlPTLXqYqukWGJv3SVW/MVLcaAPwdhGnuqxYmXZDUXFIIpJkgLb5XjDGoAVBxyaK1OQmgg6SXeRtIyG+6+gATxwZto79TqOvYIDD/Pw8jUaDY8eO4Xa7rZua+S+wIyN+EED8oCbSdpsaazablrqYKWpTq9UoFApUq1ULjNvV/B507NeqJxKJvKWyjj/6oz9KOp1G13WOHz/OH/7hHwLw7//9v+fDH/4wR44cMcsWn9R1PbPbfj/U0o5gnIRf//rXiUQit8g7Li0t4Xa7rSXB/XzGyy+/zLlz5yxpx3K5zMTExA590rtFPp9na2uLqampPb2+Xq8zPz9PrVZjcnKSYDCILMtcunRpz9J+JgCYIGBe+Ld7bbVaJZfLsb6+TqPRwOFwWDPz5tK1fXhE13W+fnWF3/2711AUlflEjqaqIYkithbwaTqtgQYJh00kV65jl4ySga4LNJoKsqLhdNhw2SUqdQVFNehkSlOzyg4AQbeTQs3gRLhb+rsepx2HTaQiN5EV1XCAUJqW1KNdMjjbLofEWCzMO48M8/53HrbMN9s5s8VicQdn1jxuE2x0XScejxOPxxkdHaWrq+u232c7AJuPbw4TjPcKpFtbW8iyzODg4J5ef79x7do1wuGw1ZUvlUo7NHfN8oTL5Xogde1sNks+nzeX6HeMJ598kldeeeW+m4VvUnxnSjuCcdKeOXNm18zkQQ01mHW7ubk5MpnMPTfl9sqCaDabLC0tkclkGB8fp7Oz0/qsvWbL+wFbM0yr+FQqZX0uGOBfLBYpFAoWGLtcLguQzox189/+jx8yaDPVBr/6319gLVVkfjOLqoHTIRELeinXZIq1BpIooKg6clOzKGgOm0hdbiIrTczz1dx3panhtImAQLUh47SJhoqZrlvDEJXGDaWxugXIcYMAACAASURBVNwk5HHisEsMRPy88+gQ/8vj00QDu9P1bseZNVcC6XSaxcVFGo0GiqLg8/kYHR0lFArdlT1jbr99u+0ZsfnY/E3NibN2C/Kbf6O3kqeraZpVajCjXXO3fXzXZrPtaNjtxxLIjP3UdN/q0seDiocedMEA19vJO9ZqtV3esfcwWQKVSmUH/ete4m6A2a40drvPulvj5l7AVtd1tra2WFlZoa+v7xaNYlNf1awJmtzRYrFo6avW63WLxP/TT01bkn67ffZGpkjQ62RuM8c3Z9ap1BU2cyU2siUK1Qalqkyp3rCaao2mii4INJsamq7jtduoNBQU1eDnmjS0aMDNWE+I9x4f4wfPTeJz37u2qyiK+P1+/H4/jUaD+fl5JEliaGgIRVEoFouW/5jT6dxRG79T1nc7IIYbpYjblSdMCuRbOSG2WznjZs1dM9rVxVZXV6lUKjvUxUzwvhOo7rW88FarrT3I+I4A3TdD3lHXdTY3N1lZWaGnpwev13uzvfK+43ag2y62czejyTuVBtqzp72ALdwYhQ4Gg5w6dWpP9bp27mj7zHw7ECcSCWq1Gg6Hw7rgAoEAHo+HvqjRnDox1sOJsRulH13XSaVSLC0t0dfXR09PL0vJba7Fsyxu5UnkyiTyZTayRXxuB6qmEfK6+KGzk7zvsSmmhzpv2df7CfMmmEgkGBsbIxqNWt/pbsMLxWLROm673b6jNOH1eu8KxLtlte2ZcaPRIJ/PE41GURTlTW3YmbEfytjtLIHMOvFujsXmuWH2KJrN5p76Feb1/i96ut9mcS/yjqZuweLiIh0dHRb9a2tr6775mLuBbj6fZ25uDp/Pt6vYzl732cyI9noBmjZAuq5z6NCh+56UA6M509nZeUv2YwJSe5e8PTP0eDxUKhVmZ2fxer2cPHnSuvAm+6NM9kfve9/2G7lcjvn5eaLRKKdPn74t8Nw8vGCGedzt7ID27DkQCODz+e74W5nZbfvNqL+/3+qev5kNOzPul6d7u9KNSWNrFz83ZR2DwSDVavW2KyUwvNEeRi1d+A4H3f3KO25vbzM3N4fb7b6F/nUnAfK9RjvomuwHE/TahaD3GvdSSlAUheXlZba3t61u7psZu4m9KIpiAfHi4iL5fN4SOQkEAjQaDWw221sutAI3mpeqqnL06NE7UgDvFLsdd7PZtIB4fX3dHBfdkfH5/f4d51itVuP69es4HI7/v71rD2+qTtPvaZNSeqEX0kLb9J6kFwq0pVXUR5eVZ2VkHJydFdHZBRzFUXZYUBFFXBUdFRcEn31EgTKoM7qA7lyUHaGOo9ZhHWhLwZXSNknvpaX0nkube377R+d3PEmT9iRpLpTzPg/PQ9u053eSc77z/b7vfd/P4WHEhXOdmBuIKTxt2HH/9nR/DrTk4FwnNplMLOOopaUFBoMB4eHhDnViKnfWaDQ+DxUIFmZE0J3MU5dPpqvX69msz51vgUgk8jno0ppcQ0MDtFotFAqF10HPZrN53CS7fPkyuru7kZmZCblcHrStmVgsRnx8PHQ6HcbGxlBQUIDExESHeqBer2e9CGhWzNf+0BtQ6XZvby9kMhkkkunPrkUi0QQVmd1uh16vh1arRW9vL9RqNbv9tlqtMBgMUCgUDlm0M/zRsOMiENcJ3TGIxWJIpVL2HrRYLGx5gsqdKysrceHCBeh0OuzevRuHDx8GIcTBDYwiEA5jAFBVVYXHHnsMFosFEokEX3/9tdtznRFB1x2mmpNmNBrR3NyM0dFRKBQKh5vBGZR54O3gPZvNhvb2doyNjSE3N3fC7DM+oDdOREQEzp07x1K45syZ43YrxvULTkpKcsv0CCSoei85OdlhPa5krTQzvHz5skNmSAPxZJxavhgcHIRarca8efPcDjr1F8LCwiaoyAYHB9HU1ITY2FhIJBJ0dHSgubmZlfPSc581a5ZXDTvnWjHwfVbMzYaDsdNwbqS5kjsXFRXh+PHj+Pjjj/HKK68gLy8PFRUVWL9+fVAcxkZGRvCv//qvqKysREZGBvr6+iY9xxkRdCe78Fx1+i0WC1pbWzE4ODiBkuUO3jblCCHo7u5GR0cH0tLSEB0d7TFv2DljKS4uZjvoWq0WV69exdjYGCIiIhxqpZTAHxkZieLi4mlxwvIFtKQiEol4rSc8PHzCMEQup7anp4dtzDgHYj47EoPBwN5oVOAQTJjNZqhUKlitVpSWljqsx1nOS6l7lDFCP/PJ6qB8Gna0PwCMZ4l2ux1Wq9XvDTsKPqN6Zs+ejeTkZEilUojFYnz22WcAgucwdvToUfzkJz9hudPc5rIrzIig6w7OFx/XJCYzM9Ojyb6eBl2uH0NiYiI7/qenp8ejc3DXJIuIiIBEInHYBpvNZmi1WpaRYLFYEB0djYiICIyMjEx5U/oL3DqyQqHwacTKZJxa+gCiW3RX4gb6+o6ODly9etUr17npBn0wd3V1ITc31+VNO5mclzJG6MNXJBI5PICmsn2kDTvueq5evYq2tjZkZmY6mMD4q2FHwbeEp9GM+2OEgsMYrUMvW7YMOp0OW7Zswbp169yufUYHXQputumtSYwnEl7uOB5Xfgx8WBDeNMnCw8Oh1WoxODiIvLw8JCUl8cqI/RWIucEkIyPDb3VkLiuAghqCU9YEddwKDw/H2NgYJBJJSGT/Op0OTU1NiIuLQ3l5ucc9A1eMEW6jsr29neXL8qmPG41GNDU1QSQSTWjc+bNhxz0Gn9/VaDSIjo6ecE8Gw2HMarWirq4OX3zxBQwGA2666SasX79eQQhRuVr7jAi6k3FXrVYrzpw5g7lz5zoMm/QUfDJdg8HA6vHdjeOZigXhrbjhypUrbAmDW5ecLCP2ZyCm2TZ1XQu0VNN50gBlAQBAdnY2jEYj6uvrYbFYMHv2bIdz97Zu7wmsVivr8czXu4MvxGKxS76sc32cEOLAnNBoNJNm//5u2HkCrVaL9PR0nD59mv1esBzGpFIpJBIJy8i47bbb0NzcvBjAzA26rkD5rzabDSUlJT5f1JMFXVojHhoaYjvf7gKWu6DrTbAFvBM3+DMQ0weP3W6fNv6vL6ANzIGBAZdeGdxa6cjIiIPM2TkQT0eWzuXcZmRkeFTi8gWu6uO0LNPX14eLFy+CYRiIxWJ0d3dDq9Wy5z6ZWMGXhp0v5QnqMPbOO+8E3WHs7rvvxqZNm2C1WmE2m2k5otHd2mdE0OVetDqdDmq1GgzDYMGCBax801eIRKIJtozcCRF8a8TOZQpvlWRU3ABgWoKbr4GYG9xkMllI1En7+/vR2tqK1NRUlJeXu7y5XdVKqbcA3aJzZc585b6uMDY2hqamJsyaNcst5zaQoLXb4eFhlJaWIjY2ljU90mq1GBoaQkdHBytc4NaJ+UidXTXspipP0C3+VIE4lBzGCgoK8IMf/ACLFi1CWFgYNmzYgMcee6ze3dqveZcxYPzi0Wg0aG5uhsFggFwuZykm9fX1SE9P93lUc19fHzQaDeRyOetV0Nraivnz5yMrK4t3YP/uu++QnZ3NXuDcJhmfG5hm1XQtk9Hc/AFuIKY8W0IIzGYzJBIJsrKyJpW8BgJjY2NQKpUQi8WQy+XTVi6gTSt67lyZMw1IrszA7XY72tvb0d/fPyU1MVAYGhqCSqVCamoq0tPTJ/28nB9COp0ORqOR17lPBRqAqSiFsgko3GXEa9euxZ49eyCXyz0/+cBg5rqMAeMf3MWLF5GVlTWB/jVdTmP079CLdc6cOW4nREwGyvf1VdwQqG2pM7gZsVarhUqlQmRkJCQSCcbGxtDS0hLQZh0XNpsNbW1tGBoa8pkl4QruZM5c9oDBYGDdtubMmcPuhlJSUtxm24GExWKBSqWC2WzmTZPjGtxwmRXcc+/r62Ml3lwK21TMCYZh0NfXh7a2Npa5wScjvnr16rR/voHCjMh0gfEsxBVaWloQExPjQLPxBr29vWyXWaFQeLWdJ4RAqVTCbDYjKSmJ3aJO9Tt0m5ycnIzMzMygixvMZjO7q1AoFC7r5a4yYn8FYmdvAqlUGtRM22KxYHBwEO3t7TCbzRCJRC4NcAIZgLk0sOzsbMybN88v7xFlTtB/er0eDMM4yJypoMVkMqGxsRFisRgKhWLSfgQNvEajEfv27cNvfvMbNDQ0hLIU2O2bO2OCrtlsdkkD6ejoQHh4OKRSqVd/l6rWdDodwsLCcOONN3r8N7hNMqvViuHhYXarZjKZ2O45/UezZ61Wy4obcnNzg05v4rpuZWdnT2rg7Qr+CMTUKGfWrFmQy+UhUSelJudcT2Kr1cqeNw1GnhrgeAvK3KDvkT8nP7iCK5N4k8kEq9WKefPmYf78+bwmUnz77bfYsmULVq1ahe3btwf8PDzE9Rt0e3p6YDabWb01X1itVrS1taG/vx+5ubmIj4/HxYsXUVZWxvtvcCk07uq2tJ5FgxENxDbb+JywrKwszJs3L+gXGOW6zps3DxkZGdOWbXsbiOnnMzw8zE7VCDa0Wi2USiXi4+ORk5Mz5XtEaVz03KnM2TkQe/tecx+Svvh8TCcMBgMaGxsRGRmJ1NRUjI2Nse+B1WpFVFSUQ0YcGRkJk8mE3bt3o6qqCocOHcKiRYuCfRp8MPODrsVicUls5jbA+IDWTjs7O5GRkQGpVMoa1dTW1jqoWCaDN00yygDo6+uDVCqFSCRiA5LNZkN0dDSbDfOVuvoKKt0Vi8WQyWQBybanCsQmkwnd3d3IyMhAWlpa0D1VrVYrmpubodfrkZ+f75VjHAXNCrlZMeXT0s8+JiZmys9ep9OhsbERiYmJyM7ODnpJiu4Auru73T4AKH2Pnnt1dTV27doFs9kMhUKBRx99FMuWLfO5VBggzOxG2mTg20ijdUFqDLN06VKHC5vvqO3pEDfceOON7DaTErIJIQ5S1+bmZthsNoebcTrMXygoS0Kr1UIulwe0aeGOvkbPmxLuaeMqkM06Lpzlsnl5eT4f353MmQbiK1euQKfTsTJnLo1LLBbDZrOhtbUVIyMjKCws9OkBMF0YGxtDY2MjYmJipvQmpvS9hIQEHD16FCkpKXjxxRdhNBpx/vx5zJ0791oJum4xYzJdyghwhk6nQ1tb26RbEuqjGxUVNWk299e//hU333yzy595K24YGhpCc3Mz4uLikJOT41EZges5QLMD56yITvXlC650NzMzEykpKSGRSba0tECr1Too/QLZrHMG5dxGRkZCJpMFvJbMneFGz5/OcEtISIBUKp1S2OBvEELQ2dmJK1euID8/n/eDu66uDo899hhWr16NJ598MlQHT06FmV9ecBd0aQ2ptLR0ws/GxsZY1Zq7LjwXroKut8F2dHSUFXHI5XJERUVN+Tt8wM2K6M0IwGGar7uGDVe6m52dHfSLnfKh29vbkZGRgdTU1CnfW38HYrvdjra2NgwMDCAvLy8kaEtcd7KMjAwHExyLxcLWSZ0btf6EXq9nJwnzLW8YjUbs2rULZ86cwaFDh1hRwjWK67e84Gpkj9lsRktLC+t65Yl6itZo+TTJXMHf4gZX/qzchk1nZyfbOefehN3d3SCEoKioaNoeAL5Ap9NBqVQiJiaGt7wZ8K/Emfruzp8/PyQ4t9yylLM7GbcsReukw8PDExRmfLx5PQF1cOvv70d+fj5vSldtbS2eeOIJrFmzBlVVVUF/4PsTMybTtdlsLmu3hBCcOXMGN998M2w2Gzo6OljKk6db57Nnz7I3m6dNMq64ISsrC/Pnzw/qtp2af3R0dECj0UAsFrMyV/rPG4WRr6CjWvR6PfLy8vw2B8uTjJiOkbHb7cjLyws6dQ/4vrwxe/ZsyGQyj8pSXMYMl7rI/fynkvq6Am3eUWUin4eSwWDAq6++itraWhw6dAgFBQW8jxfimPnlBXdBFwC++eYbZGVlob29HampqV5Tnmpra1FUVMQ+hfk2yUJN3MDdtqelpbEMDa4loFardfBmnWpCxXSsqaenB52dnUF7KLkKxJRbnZKSAqlUGhQ/Yi6owu3q1avTWt6gM8q4nz+V+k61I7Db7WhtbcXw8DAKCgp4N++qq6vx5JNP4qc//Sm2bNky07LbmR907Xa7y9E8AwMDuHDhAtLT05GTk+NVPYuWEdrb23HlyhVEREQgLi6ODUTuMh+uuEEmkwXEMnAqUOluTEwMr/eDO82XBmJ6I3LP35dARPmtc+bMQW5ubkjcfBqNBkqlEnFxcUhISGDJ/cGSOHPX5Ekm6Su4gZieP1ddxzAM2tvbMX/+fGRkZPDObl9++WWcP38eFRUVyMvL8/t5BAHXX9ClNUGxWAydTodbbrnF65lkzk0yk8kEjUbjIGagqrK4uDhERESgo6MDJpOJV4MuEDCZTGhubobRaPR5TVzjF5oROZcm+GzBuXLivLy8kKA30fLG6Oio2zUFmjXB9d4tKCgIul2m2WyGRqNhDdIjIiIcAjEtTbkKwGfOnMG2bduwdu1abN68Oei7Pj9i5gdd6nRF3YrojRwXF4eamhqUlpbyzqA8bZLRZsXIyAhrEE1vQm5GHIwLjDvlNicnh9c8OE9Bt6bOqrrIyEiH86dZNZeW5k8fAE/PgZZcvKHKuQvE3EDkTSDu7+9Hc3Mz0tPTQ0IIAoyzXJRKJVuaYhjGwXNBq9Wy0ypiY2NRX18PiUSCkydP4tKlS6ioqIBCoQj2afgbMz/oWiwWNDU1sX6u3OBy/vx5FBQU8HJU8kZJxu0iS6VS9uagHFqNRjOBQxsXF+c3rT1dE50CPN3SXb7Hd5Y3m81miMVijI2NIT4+HnK5POjDIIHv/RsiIyOn1ZvAl0BsMpmgVCoBAHl5eSFRmqLKu7GxMV73k9VqhU6nwxtvvIE//elPGBkZQUpKCkpKSvD2228Hnf3hZ8z8oEuZCSkpKRM+TK6HrTv4Km6Ij49Hdnb2lE5J3PooNdHhbsunw4tWr9dDpVIhIiIiYNLdqUC5pAaDAcnJyWxmTIdnct+DQNV0qex6cHDQL1aQrjBVII6NjcXw8DC6urocDHOCjcHBQahUKt58aWD8Yfbiiy+ioaEBFRUVkMlkrNdxSUlJAFYdVMz8oAu4t3dsbGzE/PnzXXJigy1uoNkArRE7Mwbi4uJ4N6q40l2FQhESJjB2ux3d3d24fPkycnJyJjiTcScVuPOZ8EdphnJuU1JSkJ6eHtSsiwbiwcFBXLlyBQAQHR3tUJoJFmvCYrGwc/8KCgp4PcAJIfjf//1fPP3009iwYQM2btzol13Wgw8+iD/+8Y9ITk5Gff3EQQ2EEGzZsgUnT55EVFQU3nvvPZciKT/h+gi67pzG6AwxLnnc22BrNpsdPAn8MQWAmw1ptVoYDAbMmjXL4SbkbjdDUboLfC+v9tR0xZW82W63T1DVeXMjG41GqFQqEEJChnPLnSyRn5+PuLg4v9WIPQGtJ3tC4dPr9XjhhRegUqlQUVGB3Nxcv63vL3/5C2JiYrBu3TqXQffkyZN48803cfLkSVRXV2PLli0TRrT7Edd30G1vb0dERARSU1O9VpJRm7yenp6g8Ei59VGNRgOz2YyoqCiIxWIMDw9DIpGEDN3KZDJBrVbDYrEgLy9vWhRuvsibgfEHE/386PDQUMDIyAiUSiXL4Z4s4w5UIDabzVAqleyDiU89mRCC06dPY/v27fj5z3+ORx99NCC7h/b2dtx1110ug+4jjzyCZcuW4f777wcwXhuvqqpi1Xp+xvUhA6byXGeIRCJYLJYJTTI+FwVX3DBv3jzccMMNQWEhREZGIjIyks3WqSLJaDQiLi4OWq0W586dc9iWTqfrGB9w/Vtzc3OntR7pTt5MA3FXV5fDlAJujZzSBxMTEyd1uQokaFNqdHQUCxcu5PVg8kTi7G0gvnr1KlpbW5GTk8PbzUun0+H5559Ha2srPv74Y4+9q/2F7u5upKens19LpVJ0d3cHKui6xYwKuu5AfWnNZjPCwsJ4Z7dUSBAVFYWSkpKQ6CDTOWCDg4MTpu5yt+U9PT3Q6/UghLA3YFxcnN/GxAwNDUGtVkMikQQssLmyQeT6TNB5aYQQSCQSREVFwWAwBH1wJrUQnQ47yOkKxCaTCU1NTQgPD+ftdUEIwddff41nnnkGGzduxIEDB0KKkeAqAQuFstuMDrq0jBAbG4u+vj7U1dWBYRiHJpUrfwE6osdsNvtV/+8JuDxSqVTq0nCFO/4lLS0NwPfZIPVZ0Ov17PBAmhH74rFAedE2mw2LFi0KOgWMBmKDwcAKHCQSCRuIW1tb2QGKgfaZMBqNUCqVCAsL8+sIdk8Dsd1ux+DgIORyuUPfYzLodDr8+7//Ozo7O3HixAlkZmb65Vx8gVQqRVdXF/v15cuXkZqaGsQVjWNG1XSpveNkTTKbzcbWRSmJmwoZYmJioNFoMDIygtzcXEgkkpB4Mmo0GqhUKsTGxiI3N9dnHimd10XfB2+kvVzRRSjVSEdHR9HU1MR6I7t7rywWi0Oz0h/yZgru1IRQeq+0Wi0aGxsBjAdq57HqrjJiQgiqqqqwY8cObNq0CQ899FBQs9vJarqffvop9u/fzzbSNm/ejJqamkAt7fpopFksFlitVo+bZCaTCW1tbejt7UVERATrYM9VlAWjQcWV7vpbJkulnVxpL9f+j8qbge/pVvPmzZuy+RMocMevezszzR1rhBuIPbVA1Ov1aGpqYn0lQqGeTNkuly9fhlwudyhRuWvW1dbWwm63o7a2FhqNBhUVFcjIyAjiWQD3338/qqqqMDAwgHnz5uHFF19krQAeffRREEKwadMmVFZWIioqCu+++65HMw59xPURdLdt28b6ry5ZsgSxsbFT3iBU3JCQkICsrCyIxWJW1ssNQnQ0DrdJ5a9gEwjp7lRwNzDTarVCLBYjKysLSUlJIcGWGBgYQHNzM1JTU1nHtOmC0Wic4LzFfRg50/coqNn54OCgR76y/obBYEBDQwNiYmIgk8l4PQRMJhMOHz6MP/zhDzCZTLDb7UhMTMRHH30UMll7COL6CLpKpRJnz55FdXU1zp8/D7PZjKKiIixZsgTl5eVYsGABu90cHh5Ge3s7wsPDeclRuZQljUbDdsq52bCvdUFn6W6oZJHUmLq3txcZGRlgGIYNQna7fYK0OVDZHK2RMgwDhUIREM4t12eCPpTNZjNreDRnzhzW6jAUhBfcdVPKnCejczQaDXbs2IG+vj4cPHiQZQP09/cjMTExJDL3EMX1EXSdYTQa8e233+Ls2bOora3FpUuXIBaLWcPuPXv2ID8/3+ubwlVtlG5HaSDmy3gIReku8H0W6c66bzL+LH0PppsxwaWmOW+PgwG6MxoeHkZnZyfrukZVdXFxcezgyGBgdHQUjY2N7Bw+PoGSEILPP/8czz//PJ544gmsW7fObw+PyspKbNmyBTabDRs2bMD27dsdft7Z2Yn169djZGQENpsNr732GlauXOmXtUwjrs+g64zf/e532LlzJ1auXInIyEicO3eONakpLy/HkiVLUFZWhoSEBK8zVq7tI1fEwFWTcbfk1EpQp9OFjHQXGN+GKpVKdifgyUOAS9vSaDQYHR11YAvExcV5TeKnnrJz585FVlZWSGRadJJ0a2srK5wBMKW8OTY21q/lGa7hOVW68cHIyAieeeYZDA0N4eDBgywTxh+g8wk///xz9j48duwYCgsL2df8/Oc/R0lJCTZu3IiGhgasXLkS7e3tflvTNOH6EEdMhaVLl6KmpsahlEAlmNXV1aiqqsLrr7/O+pbSILx48WLeQWfWrFlITk5mqTdcb4G+vj40NzezNDbKpMjJyZmW8d3TAWoCMzAwALlcjsTERI//Rnh4OOLj4x22sFy2QF9fH9ug4WMGT39frVbDaDRiwYIFQfeUpTAajWhqaoJYLJ5AA4uOjkZ0dLTDvDLKo7569SrUarVDeWY6BS10dM7cuXN5z3MjhOCzzz7Dzp078eSTT+Jf/uVf/F4aqampgUwmQ05ODgDgvvvuwyeffOIQdGk5Cxh/6IYC7csXXFeZLl9YLBZcvHgR1dXVqK6uxnfffQeRSITS0lKUlpairKwMcrnc65tjYGAAKpUKkZGREIvF05oJeguu8s4fDSlXcK6Ncs3g6fsgEolY28xQmC1Hwa2RKhQKrx5OwPeCFvoeUEGLcyDm+1lwG3gFBQW8OebDw8PYvn07tFotDhw4ELDA9tvf/haVlZX41a9+BQB4//33UV1djf3797OvuXLlCu644w4MDw9jdHQUf/7zn7FkyZKArM8HCJmuJxCLxWyA3bhxIwgh0Ol0OHfuHKqrq/HLX/4Szc3NSE5OZrPhsrKyKc24DQYDVCoVAKC4uNhB+klNoDUaDZsJck1uuJSt6Qa12xOLxQFV3s2aNQtJSUmsXJgyJjQaDYaGhtgJDtQ3IzIyEjabLeiMCZ1Oh6amJsTHx/usvuMKWii4FqDUFB/AlMpCyrtNTk5GWVkZ7+z21KlTePHFF/H000/jpz/9aUAbf3xUY8eOHcMDDzyArVu34syZM1i7di3q6+tDokHpDYSgywOUpXD77bfj9ttvB/D9IEWaDR84cIDdklPKWmlpKaKioqDVatHR0QGDweB2yy4Wi5GYmOjwM0rZGhkZQWdnJ8xm8wTLP19ueC63NVB+spOBYRjMnj0bERERLDuETvzQarXo7e1lt+RcAr8/6Xtc2Gw2tLa2YmRkBPn5+X5TKoaFhU0qb6bKQupHQUU9o6OjKCoq4l16GRoawtNPPw2DwYA//elPQfEk4KMaO3LkCCorKwEAN910E4xGIwYGBnir50INQnlhGmGz2dDY2Ijq6mrU1tairq4OAwMDsFqtWLduHX70ox+hsLDQ60yNWxPkTqPw1FuB2/iRSqXsyJVQQH9/P1paWpCamor09HSX63JnBu/MmJjOcxoaGoJKpZp0XYGG1WrFlStX0NbWhoiICBBCJkxvdkVjJITg008/xS9/+Uvs2LED1pgWuAAAE0lJREFU9913X9DOx2q1QqFQ4IsvvkBaWhrKy8tx9OhRLFiwgH3NnXfeiTVr1uCBBx5AY2Mjli9fju7u7pD4DCaBwF4INAghuOuuu5CZmYmVK1dCqVSiuroaTU1NiIuLY7nDZWVlSEtL8zpT43or0Jog9R9wZYLOHU0jk8n8VrLwFFzOrTfjaagZPJe+Nx3j481mM9RqNcxmM28T70DAZrOhubkZer0eBQUFbKmKlqnoA2l0dBRisRhz5sxBTU0NcnNzUVFRAZvNhrfeeou3k5g/cfLkSTz22GOw2Wx48MEH8eyzz+L5559HWVkZVq1ahYaGBjz88MPs7mf37t244447gr3sqSAE3WBAo9FMoOlQAQQtS9TU1KC7uxtZWVlsbbi0tBRxcXFeP8kpU4AGYipntdlsrIlPqCiJ/Mm5dfc+8OFRcw2GXE28CCZo1s2dxzcZqMR7+/btqKmpYbPL22+/Hc8880yAVn3dQQi6oQy73Y7m5mY2CNfV1WFsbAwLFixgA3FRUZFXDS4aPFpbW5GQkMDWR61W6wTyfqA5r9TAWyKRBIxz684MnpsRW61WNDY2TvugSl9htVqhUqk8Gp0DjLNltm7dCoZhsH//fiQnJ7MPlKVLl/p51dcthKB7rcFsNuPbb79lA3F9fT0iIyNRUlLCBuKcnJxJyxJ6vR5KpRJRUVHIzc11KCXQ+jDNAp0nMdD6sD+yOy7nNi8vL6icW67PhkajQX9/P8xmM+Lj4yGRSIL2QHLGwMAA1Gq1R+OYCCH4+OOP8dprr+G5557D6tWr/ZqtT6UsA4CPPvoIO3fuBMMwWLx4MY4ePeq39QQZQtC91kEIwcjICGpra9lGXWtrK9LS0lBaWsoq6iQSCUu3ovVRvmYrtEPOtb0UiUQO9WFPXbacz4FybrOzs6ek2AUSWq0WTU1NmDt3LjIzM2EwGBzUZAAcDI8mGw00nbBYLFAqlbDZbMjPz+e92+nr68PWrVshFovx5ptv+n2qMB9lmVqtxr333osvv/wSCQkJ6Ovru2YZCDwgBN2ZCFoPPXv2LGpqalBTU4P29nYQQnDvvfdi5cqVKC4u9kloQa3+aCA2Go2sgIEGID7bb2pxGBMTMy2ewNMFm82GlpYWaLVa5Ofnu7XPdNWw5I4QcmeI7wvohAlPasqEEPz+97/H7t27sXPnTvzkJz8JyIPtzJkz2LlzJz777DMAwK5duwDAoWb81FNPQaFQYMOGDX5fTwhAEEfMRISFhSEzMxOZmZlYs2YN1qxZg8WLF2PNmjVoaGjA8ePHsX37djAMg+LiYlbIkZeXx3u77DyFgCtgGBwcRGtrK2t7ya0P0yyQy231JOsOBKiZT1paGuRy+aTBydVoIK7hERVyiMXiCdJmbxgTTU1NYBjGowkTV69exdatWzF79mx89dVXAW2WuppH5jx5lwqDbrnlFthsNuzcuRM/+MEPArbGUIEQdGcQjhw5wmZqt956Kx555BEQQqDX61FXV4fq6mq89tprUKlUmDt3LpYsWYIlS5bghhtu4C2vpQKG2bNns8YuXClrd3c3dDodGIaBWCyGXq9HSkoKlixZEjIKIjrt1m63o7i42GsamEgkmiBo4e4Menp6JjWDdwaXMSGTyXiXBOx2O373u9/h9ddfx0svvYQf//jHQfFfdobzGqxWK9RqNaqqqnD58mXceuutqK+vD7ooJ9C45oPuVMV7k8mEdevWoa6uDnPnzsWHH34YMtNKpxuutsZ0Ou6yZcuwbNkyAN/f3DU1NTh79iyOHDnCjt2h/OGSkhLExMTwunmdpazUocxmsyE1NRWjo6Oorq5mx+HQTDDQnFduTTk3N9cv9UR3OwNnZSF3Mgk1P6LGOXwHQwJAb28vnnjiCcTGxqKqqipoNpd8lGVSqRRLly6FWCxGdnY28vLyoFarUV5eHujlBhXXdE2XT/H+7bffxnfffYeDBw/i+PHj+MMf/oAPP/wwiKsOTdhsNqhUKrY+fOHCBZjNZixcuJANxIWFhZMGA+7EC1ecW+5III1GA5PJFLCxSGNjY2hsbER0dDRkMllQ/Ru4znMajQYDAwMwmUyIj49HUlISL7cxu92Ojz76CG+88QZefvllrFq1KqhNST7KssrKShw7dgy//vWvMTAwgJKSEnz77bdB90P2E2ZmI41P8X7FihXYuXMnbrrpJlitVsyfPx/9/f0h0zUPZRiNRly4cMHBBD4mJsbB5Icam6vVagwNDSEpKQlZWVm8zVb8PRaJTr3o6+tDXl5eSG1lDQYDGhsbERUVhZycHAcvZncUvrCwMPT29mLLli1ITEzEG2+84bXD2XRjKmUZIQRbt25FZWUlwsPD8eyzz+K+++4L9rL9hZkZdPnYwhUVFaGyshJSqRQAkJubi+rq6pBRZF1LIIRgcHAQtbW1bCBubW1lSxg7duzw2QTeeSwS9VXwZiySRqNBU1OTRw+CQIA7HTgvLw8JCQkuX+dsBr979240NDRgaGgIa9euxcMPPwy5XB4y5yXAATOTvcCneM/nNQL4gWEYSCQS3HnnnbjzzjtRV1eHhx56CA899BASExPx1VdfYc+ePdDr9SgsLGQz4kWLFvGu33JpWPRByWUJNDc3Oxigu5LzWq1WtLS0QK/Xe+S6FQjQ0Tlz5syZ0haSawZ/5coVmEwm3HDDDfjHf/xHKJVK7NixA/v27UNmZmYAz0CAr7imgy7f4n1XVxekUimsVis0Go3X27Gpmnb79u3Dr371K4hEIiQlJeGdd96Z0TdEYWEhTp8+zTbQ/vmf/xnAeO2WmsC/++67uHjxIuvVS+vDMpmMd4bmiiXANUDv6upi68MikQjDw8PIzMyEQqEImQcsIQQdHR0ej86x2+04evQo9u/fj127dmHlypVBV5UB47vM1atXo7a2NpBjzWcErunyAp/i/VtvvYWLFy+yjbTf//73+Oijjzw+Fp+m3VdffYUbb7wRUVFROHDgAKqqqoSmHcYDjlarZU3ga2pq2InH3PqwL6YyRqMRDQ0NsFgsiImJwejoKOu7G2gVmTP0ej0aGxuRkJAwpXSbi56eHmzevBkpKSnYu3ev3+vRfK5xYNzE/Yc//CHMZjP2798vBF3XmJnlBZFIhP3792PFihVs8X7BggUOxfuHHnoIa9euhUwmQ2JiIo4fP+7VsfjMcvr7v/979v9Lly7FBx984NsJzhAwDIO4uDgsX74cy5cvBzAeiLu7u1FdXY2zZ8/irbfewuDgIBQKBWsCX1JSMmX9lv6drq6uCdxWru9uZ2cna3sZqLFIdP7ewMCAR6Nz7HY7PvjgAxw4cAD/8R//gRUrVgQkY+dzjQPAc889h6eeegqvv/6639c0E3FNB10AWLly5YRxzC+99BL7/8jISPz3f/+3z8fho7jh4siRI7jzzjt9Pu5MBcMwrIH6P/3TPwEYz7QaGhpQXV2N3/72t3j22WdBCMGiRYvYbDg/P5+lew0PD6OlpQWxsbEoLy+fQAPjTmCgn12gxiJRL4ekpCTeo3OA8RLZ5s2bkZ6ejr/85S8BnQ7N5xq/cOECurq6cNdddwlB10tc80E3UPCkIffBBx/g3Llz+Prrr/29rBmF8PBwLFy4EAsXLsSGDRtYPmtdXR1qamqwZ88eKJVK1nhnbGwMBw4cgEwm450J+nsskt1uR2trK4aHh1FYWOjWy8HV7/3mN7/BoUOHsGfPHvzDP/xDyKnK7HY7Hn/8cbz33nsBXNXMgxB0eYJP0w4A/vznP+OVV17B119/HbABjzMVDMMgOjoat912G2677TYAQH19PdauXYvc3FykpqZi27Zt6OnpQXZ2toMJ/Jw5c3gHrcjISERGRrIKNRrsNRoNO5eNz1ikkZERNDU1ISUlBWVlZbyP39XVhX/7t39DTk4OTp8+HTR/iqmucZ1Oh/r6elbZ2Nvbi1WrVuHEiRNCXdcDXNONtECCT9PuwoULuOeee1BZWQm5XB7E1c5c9PX1QafTITc3l/0eNYGnarq6ujoYjcYJJvC+lA0mG4sUExOD4eFhGAwGFBYWOkx5ngx2ux3vvfceDh8+jL1792L58uUhryrjYtmyZXj99deFgOsaM7ORFkjwadpt27YNer0eq1evBgBkZGTgxIkTXh9ToO9MRHJy8gTPhLCwMCgUCigUCqxbtw7AOKWMmsAfOnSINYEvLS1lA3F2djbvWqsrlzGLxYLu7m6o1Wo2oCuVSgchh7tA39nZiU2bNkGhUOCbb77hXYbwJ/hc4wJ8h5DphigE+s70gprA19TUsCbwbW1tSEtLY4PwkiVLMHfuXF7ZJnXMMhgMKCgowOzZs0EIcZDyajQah7FIlKP74Ycf4t1338XevXtx++23hwyXWMC0Qsh0rzUI9J3pBcMwSEhIwIoVK7BixQoA3xv0nD17FqdPn8a+ffug0WiQn5/PijgWL16M2bNnO/wt7uic/Px8NmgyDMPWh+mUXe5YpIMHD+LMmTMwGo340Y9+hM7OTlgslpCZyCwgMBCCbohCoO/4H2FhYcjKykJWVhZrvGKxWHDp0iWcPXsW//Vf/4Vt27YhLCwMJSUlyM/Px+eff45169ZhxYoVvKTN1H/46NGjaGpqwq9//WuUl5fj//7v/3Du3Lmgup0JCA4Ep4wQBV/6zt69ewO5rBkPsViM4uJiPProozhy5AjOnTuHL7/8EpmZmdizZw/sdjteeeUV3HPPPXjhhRfwP//zP+jt7XX5eQFAW1sb7r77brS1teGbb77BsmXLEB0djZtvvhmbN2+edoVcZWUl8vLyIJPJ8Nprr034+b59+1BYWIhFixZh+fLl6OjomNbjC5gawmM2RCHQd0IDDMOw8uHvvvsOSUlJrBk6NYGvqKhAX18fawJfVlaGxYsX49ixY3j//ffxn//5n7j11lv9Xru12Wz4xS9+4dAHWLVqlUNJqqSkBOfOnWOl6k899ZQgVQ80CCGT/RMQJFgsFpKdnU1aW1uJyWQiixYtIvX19W5f/3d/93ektrbW5+OeOnWKKBQKkpubS3bt2uXyNR9++CEpKCgghYWF5P777/f5mDMBVquVXLp0ibzzzjvkkUceIZmZmWT16tVkdHQ0YGv461//Su644w7261dffZW8+uqrbl9//vx5cvPNNwdiadcj3MZVIdMNUQSDvsMnU1Kr1di1axe++eYbdoy2gHFKWWFhIQoLC/Gzn/0MhJCAsxIEqfq1ASHohjCm8pXgoqqqyufj8WFMHD58GL/4xS9Y421/zBmbCQgGDYwIUvVrAkIjTQALV5lSd3e3w2tUKhVUKhVuueUWLF26FJWVlYFepgA38FSqfuLECUGqHgQIma4AFnwyJWGMduiivLwcarWaFX0cP34cR48edXjNhQsX8Mgjj6CyslLYpQQJQqYrgAXfSRx33333hDHaAoIPbh+goKAA9957L9sHoHJ0rlS9uLhYkPYGA5N12QLf8BMQTPBhTJw6dYqsW7eOEEJIf38/kUqlZGBgwKfjTsWY6OjoIMuWLSPFxcVk4cKF5NNPP/XpeAIEBABu46oQdAU44NNPPyVyuZzk5OSQl19+mRBCyHPPPUc++eQTQgghdrudPP7446SgoIAUFRWRY8eO+XQ8q9VKcnJySEtLCxvoL1265PCahx9+mLz99tuEEEIuXbpEMjMzfTqmAAEBgEAZE8APUzEmGIbBvn37sG/fvmk5Hh/GBMMw0Gq1AMbHqrtqDgkQcK1AqOkKCCr4MCZ27tyJDz74AFKpFCtXrsSbb74Z6GUGDFPJeE0mE9asWQOZTIYbb7wR7e3tgV+kAJ8gBF0BQQXhwZg4duwYHnjgAVy+fBknT57E2rVrYbfbA7XEgIGKU06dOoWGhgYcO3YMDQ0NDq85cuQIEhIS0NzcjMcffxxPP/10kFYrwFsIQVdAUMGHMXHkyBHce++9AICbbroJRqMRAwMDAV1nIMAttURERLClFi4++eQTrF+/HgBwzz334IsvvnBrtiMgNCEEXQFBBZdbajabcfz48Qk0poyMDHzxxRcAgMbGRhiNRodR657iwQcfRHJyMoqKilz+nBCCzZs3QyaTYdGiRTh//rzXx/IEfEot3NeIRCLExcVhcHAwIOsTMD0Qgq6AoIIPt3Tv3r04fPgwFi9ejPvvvx/vvfeeTzLbBx54YFIl3alTp6BWq6FWq1FRUYGNGzd6fSxPwKfUwuc1AkIbU43rESBgRoJhmCwAfySETEh3GYY5BKCKEHLsb18rASwjhFzx85puArCTELLib18/AwCEkF2c13z2t9ecYRhGBKAXQBIRbuRrBkKmK0DARKQB6OJ8fflv3/M3agHIGYbJZhgmAsB9AJwnm54AsP5v/78HwJdCwL22IPB0BQiYCFf7db8HNkKIlWGYTQA+AxAO4B1CyCWGYV4CcI4QcgLAEQDvMwzTDGAI44FZwDUEIegKEDARlwGkc76WAugJxIEJIScBnHT63vOc/xsBrA7EWgT4B0J5QYCAiTgBYB0zjqUANP6u5wq4fiBkugKuOzAMcwzAMgAShmEuA3gBgBgACCEHMZ5prgTQDGAMwM+Cs1IBMxECe0GAAAECAoj/B6uhcW/Cj7JzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch: 1399 floss: 6884.11865234375, bcloss: 0.00020674505503848195 VAL: 98.7347412109375\n",
      "net.activate_0.a 0.03550431504845619\n",
      "net.activate_1.a 0.04389467090368271\n",
      "net.activate_2.a 0.03462677448987961\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-58-07ba23ef046d>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     51\u001b[0m     \u001b[0minside_x\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtorch\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrand\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mINSIDE_NUM\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdevice\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     52\u001b[0m     \u001b[0minside_y\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtorch\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrand\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mINSIDE_NUM\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdevice\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 53\u001b[1;33m     \u001b[0m_\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mout_xx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mout_yy\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnet\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minside_x\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minside_y\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     54\u001b[0m     \u001b[0mloss_inside\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcriterion\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mout_xx\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mout_yy\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfunc_xy\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minside_x\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minside_y\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     55\u001b[0m     \u001b[1;31m# 随机选取 ISOTHERMIC_NUM 个点在通风口\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32md:\\Anaconda3\\lib\\site-packages\\torch\\nn\\modules\\module.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, *input, **kwargs)\u001b[0m\n\u001b[0;32m    539\u001b[0m             \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_slow_forward\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0minput\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    540\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 541\u001b[1;33m             \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0minput\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    542\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mhook\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_forward_hooks\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    543\u001b[0m             \u001b[0mhook_result\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mhook\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minput\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m<ipython-input-57-b6d317bc0d0e>\u001b[0m in \u001b[0;36mforward\u001b[1;34m(self, x, y, only_net)\u001b[0m\n\u001b[0;32m     49\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     50\u001b[0m         \u001b[0muv_xx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtorch\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mautograd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgrad\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0muv_x\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mretain_graph\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcreate_graph\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 51\u001b[1;33m         \u001b[0muv_yy\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtorch\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mautograd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgrad\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0muv_y\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mretain_graph\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcreate_graph\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     52\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     53\u001b[0m         \u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrequires_grad\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32md:\\Anaconda3\\lib\\site-packages\\torch\\autograd\\__init__.py\u001b[0m in \u001b[0;36mgrad\u001b[1;34m(outputs, inputs, grad_outputs, retain_graph, create_graph, only_inputs, allow_unused)\u001b[0m\n\u001b[0;32m    155\u001b[0m     return Variable._execution_engine.run_backward(\n\u001b[0;32m    156\u001b[0m         \u001b[0moutputs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgrad_outputs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mretain_graph\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcreate_graph\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 157\u001b[1;33m         inputs, allow_unused)\n\u001b[0m\u001b[0;32m    158\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    159\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "# from model import PINN\n",
    "import scipy.io as scio\n",
    "import numpy as np\n",
    "import random\n",
    "\n",
    "INSIDE_NUM = 100\n",
    "ISOTHERMIC_NUM = 20\n",
    "BOUND_NUM = 20\n",
    "\n",
    "def setup_seed(seed):\n",
    "    np.random.seed(seed)\n",
    "    random.seed(seed)\n",
    "    torch.manual_seed(seed) #cpu\n",
    "    torch.cuda.manual_seed_all(seed)  #并行gpu\n",
    "    torch.backends.cudnn.deterministic = True  #cpu/gpu结果一致\n",
    "    torch.backends.cudnn.benchmark = True   #训练集变化不大时使训练加速\n",
    "    print(\"USING SEED:\", seed)\n",
    "\n",
    "def func_xy(x, y): # xx = [n * 2]\n",
    "    return 2e4*((x-0.5)**2+(y-0.5)**2) - 1e4\n",
    "\n",
    "setup_seed(2019)\n",
    "\n",
    "# device = torch.device(\"cuda\") if torch.cuda.is_available() else torch.device(\"cpu\")\n",
    "device = torch.device(\"cpu\")\n",
    "\n",
    "\n",
    "# 读取gt\n",
    "gt = scio.loadmat(\"uu.mat\")[\"u\"] - 298\n",
    "gt = torch.Tensor(gt)\n",
    "gt = gt.flatten().unsqueeze(1).to(device)\n",
    "gt_x = scio.loadmat(\"uu.mat\")[\"xs\"]\n",
    "gt_y = scio.loadmat(\"uu.mat\")[\"ys\"]\n",
    "gt_x = torch.tensor(gt_x.reshape(-1,1), dtype=torch.float).to(device)\n",
    "gt_y = torch.tensor(gt_y.reshape(-1,1), dtype=torch.float).to(device)\n",
    "\n",
    "x = np.linspace(0, 1, 100)\n",
    "y = np.linspace(0, 1, 100)\n",
    "\n",
    "net = PINN([2, 32, 128, 128, 1]).to(device)\n",
    "# net.net.fc_3.weight.data.fill_(0)\n",
    "# net.net.fc_3.bias.data.fill_(100)\n",
    "net.train()\n",
    "optimizer = torch.optim.Adam(net.parameters(), lr=1e-3)\n",
    "criterion = nn.L1Loss(reduction='mean')\n",
    "last_val_loss = 1e8\n",
    "for epoch in range(1):\n",
    "    # 随机选取 INSIDE_NUM 个点在内部\n",
    "    inside_x = torch.rand(INSIDE_NUM, 1).to(device)\n",
    "    inside_y = torch.rand(INSIDE_NUM, 1).to(device)\n",
    "    _, _, _, out_xx, out_yy = net(inside_x, inside_y)\n",
    "    loss_inside = criterion(out_xx + out_yy, func_xy(inside_x, inside_y))\n",
    "    # 随机选取 ISOTHERMIC_NUM 个点在通风口\n",
    "    isothermic_x = (torch.rand(ISOTHERMIC_NUM, 1) * 0.01 + 0.495).to(device)\n",
    "    isothermic_y = torch.zeros(ISOTHERMIC_NUM, 1).to(device)\n",
    "    # out, _, _, _, _ = net(isothermic_x, isothermic_y)\n",
    "    out = net(isothermic_x, isothermic_y, only_net=True)\n",
    "    loss_isothermic = criterion(out, torch.zeros_like(out))\n",
    "    # 随机选取 BOUND_NUM 个点在左右\n",
    "    vertical_x = torch.bernoulli(torch.ones(BOUND_NUM, 1)*0.5).to(device)\n",
    "    vertical_y = torch.rand(BOUND_NUM, 1).to(device)\n",
    "    _, out_x, _, _, _ = net(vertical_x, vertical_y)\n",
    "    loss_vertical = criterion(out_x, torch.zeros_like(out_x))\n",
    "    # 随机选取 BOUND_NUM 个点在上下\n",
    "    horizon_x_up = torch.rand(BOUND_NUM // 2, 1).to(device)\n",
    "    horizon_y_up = torch.ones(BOUND_NUM // 2, 1).to(device)\n",
    "    horizon_x_down = torch.rand(BOUND_NUM // 2, 1) * 0.99\n",
    "    horizon_x_down = torch.where(horizon_x_down>0.495, horizon_x_down+0.01, horizon_x_down).to(device)\n",
    "    horizon_y_down = torch.zeros(BOUND_NUM // 2, 1).to(device)\n",
    "    horizon_x = torch.cat([horizon_x_up, horizon_x_down], dim=0)\n",
    "    horizon_y = torch.cat([horizon_y_up, horizon_y_down], dim=0)\n",
    "    _, _, out_y, _, _ = net(horizon_x, horizon_y)\n",
    "    loss_horizon = criterion(out_y, torch.zeros_like(out_y))\n",
    "\n",
    "    loss = loss_inside + loss_isothermic * 1 + loss_vertical * 1 + loss_horizon * 1\n",
    "    # print(\"LOSS:\", loss.item(), \"\\tDETAIL:\", loss_inside.item(), loss_isothermic.item(), loss_vertical.item(), loss_horizon.item())\n",
    "    optimizer.zero_grad()\n",
    "    loss.backward()\n",
    "    # print(net.net.fc_1.weight.grad)\n",
    "    # torch.nn.utils.clip_grad_norm_(net.parameters(), 5)\n",
    "    optimizer.step()\n",
    "\n",
    "    if epoch % 200 == 199:\n",
    "        net.eval()\n",
    "        pred = net(gt_x, gt_y, only_net=True)\n",
    "        val_loss = criterion(pred, gt).item()\n",
    "        print(\"epoch:\", epoch, f'floss: {loss_inside.item()}, bcloss: {loss_horizon.item()+loss_isothermic.item()}',\n",
    "              \"VAL:\", val_loss)\n",
    "        for name, value in net.named_parameters():\n",
    "            if 'activate' in name:\n",
    "                print(name, value.item())\n",
    "       \n",
    "        plot(x, y, net);\n",
    "        net.train()\n",
    "\n",
    "        # if val_loss > 0.1 + last_val_loss:\n",
    "        #     optimizer.param_groups[0][\"lr\"] *= 0.1\n",
    "        #     print(\"\\t\\tReducing LR\", optimizer.param_groups[0][\"lr\"])\n",
    "        last_val_loss = val_loss\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x26b8ab5d6c8>]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(inside_x.numpy(), inside_y.numpy(), 'x')\n",
    "plt.plot(isothermic_x.numpy(), isothermic_y.numpy(), 'xr')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
